Datasets:
answers list | applications list | assumptions list | common_misconceptions list | concept string | core_principles list | course string | definition string | discipline string | domain_properties unknown | examples list | explanation string | id string | prerequisites list | questions list | reasoning string | related_concepts list | topic string | provenance unknown |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
[
"Mass sets gravitational compression and core conditions, which control fusion rates and possible endpoints."
] | [
"Interpreting spectra, stellar populations, and the origin of many elements."
] | [
"The object is approximately described by stellar-structure models and observed properties are measured reliably."
] | [
"Stars burn by ordinary chemical combustion."
] | Stellar evolution | [
"Gravity compresses stellar material.",
"Fusion changes composition and releases energy under suitable conditions.",
"Mass is a major determinant of evolutionary path."
] | Introduction to Astrophysics | Stellar evolution describes how a star's structure and observable properties change as nuclear fuel and internal conditions evolve. | Astronomy | {
"governing_ideas": [
"hydrostatic equilibrium",
"nuclear fusion",
"radiative and convective transport"
]
} | [
"A Sun-like star eventually expands into a red giant after core hydrogen depletion."
] | A star's initial mass strongly shapes its lifetime, luminosity, and final remnant. Hydrostatic balance and energy transport govern stages, while observational classifications are interpreted through physical models rather than direct experiments on stars. | astronomy:stars:stellar-evolution | [] | [
"Why does a star's mass matter so much?"
] | Combine mass, composition, luminosity, and spectra with structure equations to infer a likely evolutionary state and trajectory. | [
{
"rationale": "Gravity and force balance are central to stellar structure.",
"relationship": "builds_on",
"target_id": "physics:mechanics:newtons-second-law"
},
{
"rationale": "Thermodynamics helps describe energy, pressure, and composition in stellar matter.",
"relationship": "builds_on",
... | Stars and nucleosynthesis | null |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Focused explanation: Case analysis | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Case analysis applies the parent content to a specific bounded scenario, separating relevant evidence from incidental detail. | Astronomy | {
"module_type": "case-analysis",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--explanation"
} | [
"Use Stellar evolution: Advanced extension: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--explanation--case-analysis | [
"astronomy:stars:stellar-evolution--advanced--explanation"
] | [
"How would you use the case analysis for Stellar evolution: Advanced extension: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "d310ace1981dd82d7fe1bff758fb77dec757467467fb962fb5ab70aa2d117cb2",
"source_resource": "astronomy:stars:stellar-evolution--advanced--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Focused explanation: Learning context | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Learning context frames the question, prior knowledge, and scope needed before working with the parent content unit. | Astronomy | {
"module_type": "context",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--explanation"
} | [
"Use Stellar evolution: Advanced extension: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--explanation--context | [
"astronomy:stars:stellar-evolution--advanced--explanation"
] | [
"How would you use the learning context for Stellar evolution: Advanced extension: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "d310ace1981dd82d7fe1bff758fb77dec757467467fb962fb5ab70aa2d117cb2",
"source_resource": "astronomy:stars:stellar-evolution--advanced--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Focused explanation: Counterexample and boundary | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A counterexample and boundary record tests where a tempting generalization fails and identifies the condition that prevents the error. | Astronomy | {
"module_type": "counterexample",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--explanation"
} | [
"Use Stellar evolution: Advanced extension: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--explanation--counterexample | [
"astronomy:stars:stellar-evolution--advanced--explanation"
] | [
"How would you use the counterexample and boundary for Stellar evolution: Advanced extension: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "d310ace1981dd82d7fe1bff758fb77dec757467467fb962fb5ab70aa2d117cb2",
"source_resource": "astronomy:stars:stellar-evolution--advanced--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Focused explanation: Design task | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A design task asks the learner to create an artifact, procedure, or decision that operationalizes the parent concept under stated constraints. | Astronomy | {
"module_type": "design-task",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--explanation"
} | [
"Use Stellar evolution: Advanced extension: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--explanation--design-task | [
"astronomy:stars:stellar-evolution--advanced--explanation"
] | [
"How would you use the design task for Stellar evolution: Advanced extension: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "d310ace1981dd82d7fe1bff758fb77dec757467467fb962fb5ab70aa2d117cb2",
"source_resource": "astronomy:stars:stellar-evolution--advanced--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Focused explanation: Guided prompt | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A guided prompt asks the learner to identify the relevant claim, evidence, method, and constraint before proposing an answer. | Astronomy | {
"module_type": "prompt",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--explanation"
} | [
"Use Stellar evolution: Advanced extension: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--explanation--prompt | [
"astronomy:stars:stellar-evolution--advanced--explanation"
] | [
"How would you use the guided prompt for Stellar evolution: Advanced extension: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "d310ace1981dd82d7fe1bff758fb77dec757467467fb962fb5ab70aa2d117cb2",
"source_resource": "astronomy:stars:stellar-evolution--advanced--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Focused explanation: Reflection and transfer | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Reflection and transfer asks the learner to explain what changed, what remains uncertain, and how the learning applies in a new setting. | Astronomy | {
"module_type": "reflection",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--explanation"
} | [
"Use Stellar evolution: Advanced extension: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--explanation--reflection | [
"astronomy:stars:stellar-evolution--advanced--explanation"
] | [
"How would you use the reflection and transfer for Stellar evolution: Advanced extension: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "d310ace1981dd82d7fe1bff758fb77dec757467467fb962fb5ab70aa2d117cb2",
"source_resource": "astronomy:stars:stellar-evolution--advanced--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Focused explanation: Retrieval practice | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Retrieval practice requires reconstructing the parent idea and its conditions from memory before consulting supporting material. | Astronomy | {
"module_type": "retrieval",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--explanation"
} | [
"Use Stellar evolution: Advanced extension: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--explanation--retrieval | [
"astronomy:stars:stellar-evolution--advanced--explanation"
] | [
"How would you use the retrieval practice for Stellar evolution: Advanced extension: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "d310ace1981dd82d7fe1bff758fb77dec757467467fb962fb5ab70aa2d117cb2",
"source_resource": "astronomy:stars:stellar-evolution--advanced--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Focused explanation: Quality rubric | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A quality rubric provides observable criteria for checking accuracy, scope, reasoning, and communication in a response. | Astronomy | {
"module_type": "rubric",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--explanation"
} | [
"Use Stellar evolution: Advanced extension: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--explanation--rubric | [
"astronomy:stars:stellar-evolution--advanced--explanation"
] | [
"How would you use the quality rubric for Stellar evolution: Advanced extension: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "d310ace1981dd82d7fe1bff758fb77dec757467467fb962fb5ab70aa2d117cb2",
"source_resource": "astronomy:stars:stellar-evolution--advanced--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Focused explanation: Worked reasoning path | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A worked reasoning path models an explicit sequence of justified steps while preserving room for independent checking. | Astronomy | {
"module_type": "worked-path",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--explanation"
} | [
"Use Stellar evolution: Advanced extension: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--explanation--worked-path | [
"astronomy:stars:stellar-evolution--advanced--explanation"
] | [
"How would you use the worked reasoning path for Stellar evolution: Advanced extension: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "d310ace1981dd82d7fe1bff758fb77dec757467467fb962fb5ab70aa2d117cb2",
"source_resource": "astronomy:stars:stellar-evolution--advanced--explanation"
} |
[
"A learner can explain its scope, apply it in a bounded case, and check or revise the result using explicit criteria."
] | [
"Supports deliberate practice and feedback for Stellar evolution: Advanced extension."
] | [
"The learner has already studied the parent facet and its anchor concept."
] | [
"Completing a task once proves complete understanding."
] | Stellar evolution: Advanced extension: Applied practice | [
"Use the parent facet as the conceptual frame.",
"Make the reasoning chain inspectable and revisable."
] | Introduction to Astrophysics | Applied practice gives a bounded task that requires using the facet rather than merely recalling it. | Astronomy | {
"content_unit": "practice",
"parent_facet": "astronomy:stars:stellar-evolution--advanced"
} | [
"A learner explains how Stellar evolution: Advanced extension applies to a new bounded scenario."
] | This learning record adds usable instructional content to the Stellar evolution: Advanced extension facet. It develops the original Atlas account through an explicit learning action while retaining the facet's scope: An advanced extension introduces a more demanding version of the concept that relaxes a simplifying ass... | astronomy:stars:stellar-evolution--advanced--practice | [
"astronomy:stars:stellar-evolution--advanced"
] | [
"What evidence would show mastery of Stellar evolution: Advanced extension?"
] | Set a concrete goal, select evidence or a method, carry out the reasoning, and document the assumptions used. | [
{
"rationale": "The content unit requires the vocabulary and scope established by its parent facet.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "0.3.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b0ee7f091f2fa205fde1c70bd2f0ea6fe4ef7228fa96bf5a5e7f04796c4c76e6",
"source_resource": "astronomy:stars:stellar-evolution--advanced"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Applied practice: Case analysis | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Case analysis applies the parent content to a specific bounded scenario, separating relevant evidence from incidental detail. | Astronomy | {
"module_type": "case-analysis",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--practice"
} | [
"Use Stellar evolution: Advanced extension: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--practice--case-analysis | [
"astronomy:stars:stellar-evolution--advanced--practice"
] | [
"How would you use the case analysis for Stellar evolution: Advanced extension: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b3fe13a86d57ff940e1bc201aa11dc43ef098cc25768c6b84089ffce945f8bbc",
"source_resource": "astronomy:stars:stellar-evolution--advanced--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Applied practice: Counterexample and boundary | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A counterexample and boundary record tests where a tempting generalization fails and identifies the condition that prevents the error. | Astronomy | {
"module_type": "counterexample",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--practice"
} | [
"Use Stellar evolution: Advanced extension: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--practice--counterexample | [
"astronomy:stars:stellar-evolution--advanced--practice"
] | [
"How would you use the counterexample and boundary for Stellar evolution: Advanced extension: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b3fe13a86d57ff940e1bc201aa11dc43ef098cc25768c6b84089ffce945f8bbc",
"source_resource": "astronomy:stars:stellar-evolution--advanced--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Applied practice: Design task | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A design task asks the learner to create an artifact, procedure, or decision that operationalizes the parent concept under stated constraints. | Astronomy | {
"module_type": "design-task",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--practice"
} | [
"Use Stellar evolution: Advanced extension: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--practice--design-task | [
"astronomy:stars:stellar-evolution--advanced--practice"
] | [
"How would you use the design task for Stellar evolution: Advanced extension: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b3fe13a86d57ff940e1bc201aa11dc43ef098cc25768c6b84089ffce945f8bbc",
"source_resource": "astronomy:stars:stellar-evolution--advanced--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Applied practice: Diagnostic check | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A diagnostic check isolates a likely misunderstanding and distinguishes a correct principle from a plausible but invalid shortcut. | Astronomy | {
"module_type": "diagnostic",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--practice"
} | [
"Use Stellar evolution: Advanced extension: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--practice--diagnostic | [
"astronomy:stars:stellar-evolution--advanced--practice"
] | [
"How would you use the diagnostic check for Stellar evolution: Advanced extension: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
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"source_resource": "astronomy:stars:stellar-evolution--advanced--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Applied practice: Formal consistency check | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A formal consistency check tests whether definitions, assumptions, intermediate steps, and conclusions agree with one another. | Astronomy | {
"module_type": "formal-check",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--practice"
} | [
"Use Stellar evolution: Advanced extension: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--practice--formal-check | [
"astronomy:stars:stellar-evolution--advanced--practice"
] | [
"How would you use the formal consistency check for Stellar evolution: Advanced extension: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
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"source_resource": "astronomy:stars:stellar-evolution--advanced--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Applied practice: Peer critique protocol | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A peer critique protocol provides a structured method for evaluating another explanation against evidence, scope, and stated reasoning. | Astronomy | {
"module_type": "peer-critique",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--practice"
} | [
"Use Stellar evolution: Advanced extension: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--practice--peer-critique | [
"astronomy:stars:stellar-evolution--advanced--practice"
] | [
"How would you use the peer critique protocol for Stellar evolution: Advanced extension: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b3fe13a86d57ff940e1bc201aa11dc43ef098cc25768c6b84089ffce945f8bbc",
"source_resource": "astronomy:stars:stellar-evolution--advanced--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Applied practice: Guided prompt | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A guided prompt asks the learner to identify the relevant claim, evidence, method, and constraint before proposing an answer. | Astronomy | {
"module_type": "prompt",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--practice"
} | [
"Use Stellar evolution: Advanced extension: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--practice--prompt | [
"astronomy:stars:stellar-evolution--advanced--practice"
] | [
"How would you use the guided prompt for Stellar evolution: Advanced extension: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b3fe13a86d57ff940e1bc201aa11dc43ef098cc25768c6b84089ffce945f8bbc",
"source_resource": "astronomy:stars:stellar-evolution--advanced--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Applied practice: Reflection and transfer | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Reflection and transfer asks the learner to explain what changed, what remains uncertain, and how the learning applies in a new setting. | Astronomy | {
"module_type": "reflection",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--practice"
} | [
"Use Stellar evolution: Advanced extension: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--practice--reflection | [
"astronomy:stars:stellar-evolution--advanced--practice"
] | [
"How would you use the reflection and transfer for Stellar evolution: Advanced extension: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b3fe13a86d57ff940e1bc201aa11dc43ef098cc25768c6b84089ffce945f8bbc",
"source_resource": "astronomy:stars:stellar-evolution--advanced--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Applied practice: Worked reasoning path | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A worked reasoning path models an explicit sequence of justified steps while preserving room for independent checking. | Astronomy | {
"module_type": "worked-path",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--practice"
} | [
"Use Stellar evolution: Advanced extension: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--practice--worked-path | [
"astronomy:stars:stellar-evolution--advanced--practice"
] | [
"How would you use the worked reasoning path for Stellar evolution: Advanced extension: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b3fe13a86d57ff940e1bc201aa11dc43ef098cc25768c6b84089ffce945f8bbc",
"source_resource": "astronomy:stars:stellar-evolution--advanced--practice"
} |
[
"A learner can explain its scope, apply it in a bounded case, and check or revise the result using explicit criteria."
] | [
"Supports deliberate practice and feedback for Stellar evolution: Advanced extension."
] | [
"The learner has already studied the parent facet and its anchor concept."
] | [
"Completing a task once proves complete understanding."
] | Stellar evolution: Advanced extension: Verification and feedback | [
"Use the parent facet as the conceptual frame.",
"Make the reasoning chain inspectable and revisable."
] | Introduction to Astrophysics | Verification and feedback specify how a learner can check the result, diagnose an error, and improve an explanation. | Astronomy | {
"content_unit": "verification",
"parent_facet": "astronomy:stars:stellar-evolution--advanced"
} | [
"A learner explains how Stellar evolution: Advanced extension applies to a new bounded scenario."
] | This learning record adds usable instructional content to the Stellar evolution: Advanced extension facet. It develops the original Atlas account through an explicit learning action while retaining the facet's scope: An advanced extension introduces a more demanding version of the concept that relaxes a simplifying ass... | astronomy:stars:stellar-evolution--advanced--verification | [
"astronomy:stars:stellar-evolution--advanced"
] | [
"What evidence would show mastery of Stellar evolution: Advanced extension?"
] | Compare the result with stated criteria, trace any mismatch to a step or assumption, then revise and retest. | [
{
"rationale": "The content unit requires the vocabulary and scope established by its parent facet.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "0.3.0",
"source_course": "atlas-editorial:v1",
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"source_resource": "astronomy:stars:stellar-evolution--advanced"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Verification and feedback: Case analysis | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Case analysis applies the parent content to a specific bounded scenario, separating relevant evidence from incidental detail. | Astronomy | {
"module_type": "case-analysis",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--verification"
} | [
"Use Stellar evolution: Advanced extension: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--verification--case-analysis | [
"astronomy:stars:stellar-evolution--advanced--verification"
] | [
"How would you use the case analysis for Stellar evolution: Advanced extension: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "71958357e10bd31f87cf604e2a9a95c307594d2fa51a2169ac737bf5d9cf35f0",
"source_resource": "astronomy:stars:stellar-evolution--advanced--verification"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Verification and feedback: Counterexample and boundary | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A counterexample and boundary record tests where a tempting generalization fails and identifies the condition that prevents the error. | Astronomy | {
"module_type": "counterexample",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--verification"
} | [
"Use Stellar evolution: Advanced extension: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--verification--counterexample | [
"astronomy:stars:stellar-evolution--advanced--verification"
] | [
"How would you use the counterexample and boundary for Stellar evolution: Advanced extension: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "71958357e10bd31f87cf604e2a9a95c307594d2fa51a2169ac737bf5d9cf35f0",
"source_resource": "astronomy:stars:stellar-evolution--advanced--verification"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Verification and feedback: Diagnostic check | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A diagnostic check isolates a likely misunderstanding and distinguishes a correct principle from a plausible but invalid shortcut. | Astronomy | {
"module_type": "diagnostic",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--verification"
} | [
"Use Stellar evolution: Advanced extension: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--verification--diagnostic | [
"astronomy:stars:stellar-evolution--advanced--verification"
] | [
"How would you use the diagnostic check for Stellar evolution: Advanced extension: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "71958357e10bd31f87cf604e2a9a95c307594d2fa51a2169ac737bf5d9cf35f0",
"source_resource": "astronomy:stars:stellar-evolution--advanced--verification"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Verification and feedback: Formal consistency check | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A formal consistency check tests whether definitions, assumptions, intermediate steps, and conclusions agree with one another. | Astronomy | {
"module_type": "formal-check",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--verification"
} | [
"Use Stellar evolution: Advanced extension: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--verification--formal-check | [
"astronomy:stars:stellar-evolution--advanced--verification"
] | [
"How would you use the formal consistency check for Stellar evolution: Advanced extension: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "71958357e10bd31f87cf604e2a9a95c307594d2fa51a2169ac737bf5d9cf35f0",
"source_resource": "astronomy:stars:stellar-evolution--advanced--verification"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Verification and feedback: Peer critique protocol | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A peer critique protocol provides a structured method for evaluating another explanation against evidence, scope, and stated reasoning. | Astronomy | {
"module_type": "peer-critique",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--verification"
} | [
"Use Stellar evolution: Advanced extension: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--verification--peer-critique | [
"astronomy:stars:stellar-evolution--advanced--verification"
] | [
"How would you use the peer critique protocol for Stellar evolution: Advanced extension: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "71958357e10bd31f87cf604e2a9a95c307594d2fa51a2169ac737bf5d9cf35f0",
"source_resource": "astronomy:stars:stellar-evolution--advanced--verification"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Verification and feedback: Quality rubric | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A quality rubric provides observable criteria for checking accuracy, scope, reasoning, and communication in a response. | Astronomy | {
"module_type": "rubric",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--verification"
} | [
"Use Stellar evolution: Advanced extension: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--verification--rubric | [
"astronomy:stars:stellar-evolution--advanced--verification"
] | [
"How would you use the quality rubric for Stellar evolution: Advanced extension: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "71958357e10bd31f87cf604e2a9a95c307594d2fa51a2169ac737bf5d9cf35f0",
"source_resource": "astronomy:stars:stellar-evolution--advanced--verification"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Advanced extension: Verification and feedback: Worked reasoning path | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A worked reasoning path models an explicit sequence of justified steps while preserving room for independent checking. | Astronomy | {
"module_type": "worked-path",
"parent_unit": "astronomy:stars:stellar-evolution--advanced--verification"
} | [
"Use Stellar evolution: Advanced extension: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Advanced extension: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--advanced--verification--worked-path | [
"astronomy:stars:stellar-evolution--advanced--verification"
] | [
"How would you use the worked reasoning path for Stellar evolution: Advanced extension: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--advanced--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "71958357e10bd31f87cf604e2a9a95c307594d2fa51a2169ac737bf5d9cf35f0",
"source_resource": "astronomy:stars:stellar-evolution--advanced--verification"
} |
[
"It makes the reasoning around Stellar evolution explicit, testable, and appropriately bounded."
] | [
"Use Stellar evolution to structure a discipline-appropriate analysis."
] | [
"The anchor concept is correctly scoped to the problem under analysis."
] | [
"The applications and decisions of Stellar evolution can be understood without its underlying concept."
] | Stellar evolution: Applications and decisions | [
"Reason from the central account of Stellar evolution.",
"Make assumptions and evidence requirements explicit."
] | Introduction to Astrophysics | Applications connect the concept to a practical decision, design, interpretation, or intervention. | Astronomy | {
"anchor_id": "astronomy:stars:stellar-evolution",
"expansion_type": "applications"
} | [
"Apply Stellar evolution to a bounded case and document each inference."
] | This record develops Stellar evolution as taught in Introduction to Astrophysics. A star's initial mass strongly shapes its lifetime, luminosity, and final remnant. Hydrostatic balance and energy transport govern stages, while observational classifications are interpreted through physical models rather than direct expe... | astronomy:stars:stellar-evolution--applications | [
"astronomy:stars:stellar-evolution"
] | [
"How does the applications and decisions change the interpretation of Stellar evolution?"
] | Use the concept to compare alternatives while recognizing costs, uncertainty, and domain-specific constraints. | [
{
"rationale": "Understanding the anchor concept is necessary to analyze its applications and decisions.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "0.3.0",
"source_course": "atlas-editorial:v1",
"source_hash": "7ed13e48213ce9b15785ba4eb63b2de1820ee78854a5405bb14a5dcce706615c",
"source_resource": "astronomy:stars:stellar-evolution"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Focused explanation: Learning context | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Learning context frames the question, prior knowledge, and scope needed before working with the parent content unit. | Astronomy | {
"module_type": "context",
"parent_unit": "astronomy:stars:stellar-evolution--applications--explanation"
} | [
"Use Stellar evolution: Applications and decisions: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--explanation--context | [
"astronomy:stars:stellar-evolution--applications--explanation"
] | [
"How would you use the learning context for Stellar evolution: Applications and decisions: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "aecdc2b11d1bb5d7e4433c5fd8da1db9609c1fb46e624a4accf7dedfffc5d25b",
"source_resource": "astronomy:stars:stellar-evolution--applications--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Focused explanation: Counterexample and boundary | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A counterexample and boundary record tests where a tempting generalization fails and identifies the condition that prevents the error. | Astronomy | {
"module_type": "counterexample",
"parent_unit": "astronomy:stars:stellar-evolution--applications--explanation"
} | [
"Use Stellar evolution: Applications and decisions: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--explanation--counterexample | [
"astronomy:stars:stellar-evolution--applications--explanation"
] | [
"How would you use the counterexample and boundary for Stellar evolution: Applications and decisions: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "aecdc2b11d1bb5d7e4433c5fd8da1db9609c1fb46e624a4accf7dedfffc5d25b",
"source_resource": "astronomy:stars:stellar-evolution--applications--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Focused explanation: Design task | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A design task asks the learner to create an artifact, procedure, or decision that operationalizes the parent concept under stated constraints. | Astronomy | {
"module_type": "design-task",
"parent_unit": "astronomy:stars:stellar-evolution--applications--explanation"
} | [
"Use Stellar evolution: Applications and decisions: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--explanation--design-task | [
"astronomy:stars:stellar-evolution--applications--explanation"
] | [
"How would you use the design task for Stellar evolution: Applications and decisions: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "aecdc2b11d1bb5d7e4433c5fd8da1db9609c1fb46e624a4accf7dedfffc5d25b",
"source_resource": "astronomy:stars:stellar-evolution--applications--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Focused explanation: Diagnostic check | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A diagnostic check isolates a likely misunderstanding and distinguishes a correct principle from a plausible but invalid shortcut. | Astronomy | {
"module_type": "diagnostic",
"parent_unit": "astronomy:stars:stellar-evolution--applications--explanation"
} | [
"Use Stellar evolution: Applications and decisions: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--explanation--diagnostic | [
"astronomy:stars:stellar-evolution--applications--explanation"
] | [
"How would you use the diagnostic check for Stellar evolution: Applications and decisions: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "aecdc2b11d1bb5d7e4433c5fd8da1db9609c1fb46e624a4accf7dedfffc5d25b",
"source_resource": "astronomy:stars:stellar-evolution--applications--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Focused explanation: Formal consistency check | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A formal consistency check tests whether definitions, assumptions, intermediate steps, and conclusions agree with one another. | Astronomy | {
"module_type": "formal-check",
"parent_unit": "astronomy:stars:stellar-evolution--applications--explanation"
} | [
"Use Stellar evolution: Applications and decisions: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--explanation--formal-check | [
"astronomy:stars:stellar-evolution--applications--explanation"
] | [
"How would you use the formal consistency check for Stellar evolution: Applications and decisions: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "aecdc2b11d1bb5d7e4433c5fd8da1db9609c1fb46e624a4accf7dedfffc5d25b",
"source_resource": "astronomy:stars:stellar-evolution--applications--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Focused explanation: Guided prompt | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A guided prompt asks the learner to identify the relevant claim, evidence, method, and constraint before proposing an answer. | Astronomy | {
"module_type": "prompt",
"parent_unit": "astronomy:stars:stellar-evolution--applications--explanation"
} | [
"Use Stellar evolution: Applications and decisions: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--explanation--prompt | [
"astronomy:stars:stellar-evolution--applications--explanation"
] | [
"How would you use the guided prompt for Stellar evolution: Applications and decisions: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "aecdc2b11d1bb5d7e4433c5fd8da1db9609c1fb46e624a4accf7dedfffc5d25b",
"source_resource": "astronomy:stars:stellar-evolution--applications--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Focused explanation: Reflection and transfer | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Reflection and transfer asks the learner to explain what changed, what remains uncertain, and how the learning applies in a new setting. | Astronomy | {
"module_type": "reflection",
"parent_unit": "astronomy:stars:stellar-evolution--applications--explanation"
} | [
"Use Stellar evolution: Applications and decisions: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--explanation--reflection | [
"astronomy:stars:stellar-evolution--applications--explanation"
] | [
"How would you use the reflection and transfer for Stellar evolution: Applications and decisions: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "aecdc2b11d1bb5d7e4433c5fd8da1db9609c1fb46e624a4accf7dedfffc5d25b",
"source_resource": "astronomy:stars:stellar-evolution--applications--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Focused explanation: Retrieval practice | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Retrieval practice requires reconstructing the parent idea and its conditions from memory before consulting supporting material. | Astronomy | {
"module_type": "retrieval",
"parent_unit": "astronomy:stars:stellar-evolution--applications--explanation"
} | [
"Use Stellar evolution: Applications and decisions: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--explanation--retrieval | [
"astronomy:stars:stellar-evolution--applications--explanation"
] | [
"How would you use the retrieval practice for Stellar evolution: Applications and decisions: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "aecdc2b11d1bb5d7e4433c5fd8da1db9609c1fb46e624a4accf7dedfffc5d25b",
"source_resource": "astronomy:stars:stellar-evolution--applications--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Focused explanation: Quality rubric | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A quality rubric provides observable criteria for checking accuracy, scope, reasoning, and communication in a response. | Astronomy | {
"module_type": "rubric",
"parent_unit": "astronomy:stars:stellar-evolution--applications--explanation"
} | [
"Use Stellar evolution: Applications and decisions: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--explanation--rubric | [
"astronomy:stars:stellar-evolution--applications--explanation"
] | [
"How would you use the quality rubric for Stellar evolution: Applications and decisions: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "aecdc2b11d1bb5d7e4433c5fd8da1db9609c1fb46e624a4accf7dedfffc5d25b",
"source_resource": "astronomy:stars:stellar-evolution--applications--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Focused explanation: Worked reasoning path | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A worked reasoning path models an explicit sequence of justified steps while preserving room for independent checking. | Astronomy | {
"module_type": "worked-path",
"parent_unit": "astronomy:stars:stellar-evolution--applications--explanation"
} | [
"Use Stellar evolution: Applications and decisions: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--explanation--worked-path | [
"astronomy:stars:stellar-evolution--applications--explanation"
] | [
"How would you use the worked reasoning path for Stellar evolution: Applications and decisions: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "aecdc2b11d1bb5d7e4433c5fd8da1db9609c1fb46e624a4accf7dedfffc5d25b",
"source_resource": "astronomy:stars:stellar-evolution--applications--explanation"
} |
[
"A learner can explain its scope, apply it in a bounded case, and check or revise the result using explicit criteria."
] | [
"Supports deliberate practice and feedback for Stellar evolution: Applications and decisions."
] | [
"The learner has already studied the parent facet and its anchor concept."
] | [
"Completing a task once proves complete understanding."
] | Stellar evolution: Applications and decisions: Applied practice | [
"Use the parent facet as the conceptual frame.",
"Make the reasoning chain inspectable and revisable."
] | Introduction to Astrophysics | Applied practice gives a bounded task that requires using the facet rather than merely recalling it. | Astronomy | {
"content_unit": "practice",
"parent_facet": "astronomy:stars:stellar-evolution--applications"
} | [
"A learner explains how Stellar evolution: Applications and decisions applies to a new bounded scenario."
] | This learning record adds usable instructional content to the Stellar evolution: Applications and decisions facet. It develops the original Atlas account through an explicit learning action while retaining the facet's scope: Applications connect the concept to a practical decision, design, interpretation, or interventi... | astronomy:stars:stellar-evolution--applications--practice | [
"astronomy:stars:stellar-evolution--applications"
] | [
"What evidence would show mastery of Stellar evolution: Applications and decisions?"
] | Set a concrete goal, select evidence or a method, carry out the reasoning, and document the assumptions used. | [
{
"rationale": "The content unit requires the vocabulary and scope established by its parent facet.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "0.3.0",
"source_course": "atlas-editorial:v1",
"source_hash": "92e47bfedc7e95b818fbc916e46375383bce5a3fd46c9f9a7fb0011acf2c9170",
"source_resource": "astronomy:stars:stellar-evolution--applications"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Applied practice: Case analysis | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Case analysis applies the parent content to a specific bounded scenario, separating relevant evidence from incidental detail. | Astronomy | {
"module_type": "case-analysis",
"parent_unit": "astronomy:stars:stellar-evolution--applications--practice"
} | [
"Use Stellar evolution: Applications and decisions: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--practice--case-analysis | [
"astronomy:stars:stellar-evolution--applications--practice"
] | [
"How would you use the case analysis for Stellar evolution: Applications and decisions: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "2f5d002beb95e99404c9f731e6e481de5bdcb710fd91e21c572be76ab36364a0",
"source_resource": "astronomy:stars:stellar-evolution--applications--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Applied practice: Learning context | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Learning context frames the question, prior knowledge, and scope needed before working with the parent content unit. | Astronomy | {
"module_type": "context",
"parent_unit": "astronomy:stars:stellar-evolution--applications--practice"
} | [
"Use Stellar evolution: Applications and decisions: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--practice--context | [
"astronomy:stars:stellar-evolution--applications--practice"
] | [
"How would you use the learning context for Stellar evolution: Applications and decisions: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "2f5d002beb95e99404c9f731e6e481de5bdcb710fd91e21c572be76ab36364a0",
"source_resource": "astronomy:stars:stellar-evolution--applications--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Applied practice: Counterexample and boundary | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A counterexample and boundary record tests where a tempting generalization fails and identifies the condition that prevents the error. | Astronomy | {
"module_type": "counterexample",
"parent_unit": "astronomy:stars:stellar-evolution--applications--practice"
} | [
"Use Stellar evolution: Applications and decisions: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--practice--counterexample | [
"astronomy:stars:stellar-evolution--applications--practice"
] | [
"How would you use the counterexample and boundary for Stellar evolution: Applications and decisions: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "2f5d002beb95e99404c9f731e6e481de5bdcb710fd91e21c572be76ab36364a0",
"source_resource": "astronomy:stars:stellar-evolution--applications--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Applied practice: Design task | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A design task asks the learner to create an artifact, procedure, or decision that operationalizes the parent concept under stated constraints. | Astronomy | {
"module_type": "design-task",
"parent_unit": "astronomy:stars:stellar-evolution--applications--practice"
} | [
"Use Stellar evolution: Applications and decisions: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--practice--design-task | [
"astronomy:stars:stellar-evolution--applications--practice"
] | [
"How would you use the design task for Stellar evolution: Applications and decisions: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "2f5d002beb95e99404c9f731e6e481de5bdcb710fd91e21c572be76ab36364a0",
"source_resource": "astronomy:stars:stellar-evolution--applications--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Applied practice: Diagnostic check | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A diagnostic check isolates a likely misunderstanding and distinguishes a correct principle from a plausible but invalid shortcut. | Astronomy | {
"module_type": "diagnostic",
"parent_unit": "astronomy:stars:stellar-evolution--applications--practice"
} | [
"Use Stellar evolution: Applications and decisions: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--practice--diagnostic | [
"astronomy:stars:stellar-evolution--applications--practice"
] | [
"How would you use the diagnostic check for Stellar evolution: Applications and decisions: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "2f5d002beb95e99404c9f731e6e481de5bdcb710fd91e21c572be76ab36364a0",
"source_resource": "astronomy:stars:stellar-evolution--applications--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Applied practice: Formal consistency check | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A formal consistency check tests whether definitions, assumptions, intermediate steps, and conclusions agree with one another. | Astronomy | {
"module_type": "formal-check",
"parent_unit": "astronomy:stars:stellar-evolution--applications--practice"
} | [
"Use Stellar evolution: Applications and decisions: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--practice--formal-check | [
"astronomy:stars:stellar-evolution--applications--practice"
] | [
"How would you use the formal consistency check for Stellar evolution: Applications and decisions: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "2f5d002beb95e99404c9f731e6e481de5bdcb710fd91e21c572be76ab36364a0",
"source_resource": "astronomy:stars:stellar-evolution--applications--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Applied practice: Peer critique protocol | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A peer critique protocol provides a structured method for evaluating another explanation against evidence, scope, and stated reasoning. | Astronomy | {
"module_type": "peer-critique",
"parent_unit": "astronomy:stars:stellar-evolution--applications--practice"
} | [
"Use Stellar evolution: Applications and decisions: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--practice--peer-critique | [
"astronomy:stars:stellar-evolution--applications--practice"
] | [
"How would you use the peer critique protocol for Stellar evolution: Applications and decisions: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "2f5d002beb95e99404c9f731e6e481de5bdcb710fd91e21c572be76ab36364a0",
"source_resource": "astronomy:stars:stellar-evolution--applications--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Applied practice: Guided prompt | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A guided prompt asks the learner to identify the relevant claim, evidence, method, and constraint before proposing an answer. | Astronomy | {
"module_type": "prompt",
"parent_unit": "astronomy:stars:stellar-evolution--applications--practice"
} | [
"Use Stellar evolution: Applications and decisions: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--practice--prompt | [
"astronomy:stars:stellar-evolution--applications--practice"
] | [
"How would you use the guided prompt for Stellar evolution: Applications and decisions: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "2f5d002beb95e99404c9f731e6e481de5bdcb710fd91e21c572be76ab36364a0",
"source_resource": "astronomy:stars:stellar-evolution--applications--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Applied practice: Retrieval practice | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Retrieval practice requires reconstructing the parent idea and its conditions from memory before consulting supporting material. | Astronomy | {
"module_type": "retrieval",
"parent_unit": "astronomy:stars:stellar-evolution--applications--practice"
} | [
"Use Stellar evolution: Applications and decisions: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--practice--retrieval | [
"astronomy:stars:stellar-evolution--applications--practice"
] | [
"How would you use the retrieval practice for Stellar evolution: Applications and decisions: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "2f5d002beb95e99404c9f731e6e481de5bdcb710fd91e21c572be76ab36364a0",
"source_resource": "astronomy:stars:stellar-evolution--applications--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Applied practice: Quality rubric | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A quality rubric provides observable criteria for checking accuracy, scope, reasoning, and communication in a response. | Astronomy | {
"module_type": "rubric",
"parent_unit": "astronomy:stars:stellar-evolution--applications--practice"
} | [
"Use Stellar evolution: Applications and decisions: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--practice--rubric | [
"astronomy:stars:stellar-evolution--applications--practice"
] | [
"How would you use the quality rubric for Stellar evolution: Applications and decisions: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "2f5d002beb95e99404c9f731e6e481de5bdcb710fd91e21c572be76ab36364a0",
"source_resource": "astronomy:stars:stellar-evolution--applications--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Applied practice: Worked reasoning path | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A worked reasoning path models an explicit sequence of justified steps while preserving room for independent checking. | Astronomy | {
"module_type": "worked-path",
"parent_unit": "astronomy:stars:stellar-evolution--applications--practice"
} | [
"Use Stellar evolution: Applications and decisions: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--practice--worked-path | [
"astronomy:stars:stellar-evolution--applications--practice"
] | [
"How would you use the worked reasoning path for Stellar evolution: Applications and decisions: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "2f5d002beb95e99404c9f731e6e481de5bdcb710fd91e21c572be76ab36364a0",
"source_resource": "astronomy:stars:stellar-evolution--applications--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Verification and feedback: Case analysis | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Case analysis applies the parent content to a specific bounded scenario, separating relevant evidence from incidental detail. | Astronomy | {
"module_type": "case-analysis",
"parent_unit": "astronomy:stars:stellar-evolution--applications--verification"
} | [
"Use Stellar evolution: Applications and decisions: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--verification--case-analysis | [
"astronomy:stars:stellar-evolution--applications--verification"
] | [
"How would you use the case analysis for Stellar evolution: Applications and decisions: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "ddda8b8a05adb55671ba64b32359255d58ce7f2a7f008848e83c8e6c86755416",
"source_resource": "astronomy:stars:stellar-evolution--applications--verification"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Verification and feedback: Learning context | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Learning context frames the question, prior knowledge, and scope needed before working with the parent content unit. | Astronomy | {
"module_type": "context",
"parent_unit": "astronomy:stars:stellar-evolution--applications--verification"
} | [
"Use Stellar evolution: Applications and decisions: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--verification--context | [
"astronomy:stars:stellar-evolution--applications--verification"
] | [
"How would you use the learning context for Stellar evolution: Applications and decisions: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "ddda8b8a05adb55671ba64b32359255d58ce7f2a7f008848e83c8e6c86755416",
"source_resource": "astronomy:stars:stellar-evolution--applications--verification"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Verification and feedback: Counterexample and boundary | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A counterexample and boundary record tests where a tempting generalization fails and identifies the condition that prevents the error. | Astronomy | {
"module_type": "counterexample",
"parent_unit": "astronomy:stars:stellar-evolution--applications--verification"
} | [
"Use Stellar evolution: Applications and decisions: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--verification--counterexample | [
"astronomy:stars:stellar-evolution--applications--verification"
] | [
"How would you use the counterexample and boundary for Stellar evolution: Applications and decisions: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "ddda8b8a05adb55671ba64b32359255d58ce7f2a7f008848e83c8e6c86755416",
"source_resource": "astronomy:stars:stellar-evolution--applications--verification"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Verification and feedback: Diagnostic check | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A diagnostic check isolates a likely misunderstanding and distinguishes a correct principle from a plausible but invalid shortcut. | Astronomy | {
"module_type": "diagnostic",
"parent_unit": "astronomy:stars:stellar-evolution--applications--verification"
} | [
"Use Stellar evolution: Applications and decisions: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--verification--diagnostic | [
"astronomy:stars:stellar-evolution--applications--verification"
] | [
"How would you use the diagnostic check for Stellar evolution: Applications and decisions: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "ddda8b8a05adb55671ba64b32359255d58ce7f2a7f008848e83c8e6c86755416",
"source_resource": "astronomy:stars:stellar-evolution--applications--verification"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Verification and feedback: Formal consistency check | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A formal consistency check tests whether definitions, assumptions, intermediate steps, and conclusions agree with one another. | Astronomy | {
"module_type": "formal-check",
"parent_unit": "astronomy:stars:stellar-evolution--applications--verification"
} | [
"Use Stellar evolution: Applications and decisions: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--verification--formal-check | [
"astronomy:stars:stellar-evolution--applications--verification"
] | [
"How would you use the formal consistency check for Stellar evolution: Applications and decisions: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "ddda8b8a05adb55671ba64b32359255d58ce7f2a7f008848e83c8e6c86755416",
"source_resource": "astronomy:stars:stellar-evolution--applications--verification"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Verification and feedback: Peer critique protocol | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A peer critique protocol provides a structured method for evaluating another explanation against evidence, scope, and stated reasoning. | Astronomy | {
"module_type": "peer-critique",
"parent_unit": "astronomy:stars:stellar-evolution--applications--verification"
} | [
"Use Stellar evolution: Applications and decisions: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--verification--peer-critique | [
"astronomy:stars:stellar-evolution--applications--verification"
] | [
"How would you use the peer critique protocol for Stellar evolution: Applications and decisions: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "ddda8b8a05adb55671ba64b32359255d58ce7f2a7f008848e83c8e6c86755416",
"source_resource": "astronomy:stars:stellar-evolution--applications--verification"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Verification and feedback: Guided prompt | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A guided prompt asks the learner to identify the relevant claim, evidence, method, and constraint before proposing an answer. | Astronomy | {
"module_type": "prompt",
"parent_unit": "astronomy:stars:stellar-evolution--applications--verification"
} | [
"Use Stellar evolution: Applications and decisions: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--verification--prompt | [
"astronomy:stars:stellar-evolution--applications--verification"
] | [
"How would you use the guided prompt for Stellar evolution: Applications and decisions: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "ddda8b8a05adb55671ba64b32359255d58ce7f2a7f008848e83c8e6c86755416",
"source_resource": "astronomy:stars:stellar-evolution--applications--verification"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Verification and feedback: Reflection and transfer | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Reflection and transfer asks the learner to explain what changed, what remains uncertain, and how the learning applies in a new setting. | Astronomy | {
"module_type": "reflection",
"parent_unit": "astronomy:stars:stellar-evolution--applications--verification"
} | [
"Use Stellar evolution: Applications and decisions: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--verification--reflection | [
"astronomy:stars:stellar-evolution--applications--verification"
] | [
"How would you use the reflection and transfer for Stellar evolution: Applications and decisions: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "ddda8b8a05adb55671ba64b32359255d58ce7f2a7f008848e83c8e6c86755416",
"source_resource": "astronomy:stars:stellar-evolution--applications--verification"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Applications and decisions: Verification and feedback: Worked reasoning path | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A worked reasoning path models an explicit sequence of justified steps while preserving room for independent checking. | Astronomy | {
"module_type": "worked-path",
"parent_unit": "astronomy:stars:stellar-evolution--applications--verification"
} | [
"Use Stellar evolution: Applications and decisions: Verification and feedback to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Applications and decisions: Verification and feedback into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--applications--verification--worked-path | [
"astronomy:stars:stellar-evolution--applications--verification"
] | [
"How would you use the worked reasoning path for Stellar evolution: Applications and decisions: Verification and feedback to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--applications--verification"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "ddda8b8a05adb55671ba64b32359255d58ce7f2a7f008848e83c8e6c86755416",
"source_resource": "astronomy:stars:stellar-evolution--applications--verification"
} |
[
"It makes the reasoning around Stellar evolution explicit, testable, and appropriately bounded."
] | [
"Use Stellar evolution to structure a discipline-appropriate analysis."
] | [
"The anchor concept is correctly scoped to the problem under analysis."
] | [
"The assessment and mastery of Stellar evolution can be understood without its underlying concept."
] | Stellar evolution: Assessment and mastery | [
"Reason from the central account of Stellar evolution.",
"Make assumptions and evidence requirements explicit."
] | Introduction to Astrophysics | Assessment and mastery specify observable evidence that a learner can explain, apply, critique, and communicate the concept. | Astronomy | {
"anchor_id": "astronomy:stars:stellar-evolution",
"expansion_type": "assessment"
} | [
"Apply Stellar evolution to a bounded case and document each inference."
] | This record develops Stellar evolution as taught in Introduction to Astrophysics. A star's initial mass strongly shapes its lifetime, luminosity, and final remnant. Hydrostatic balance and energy transport govern stages, while observational classifications are interpreted through physical models rather than direct expe... | astronomy:stars:stellar-evolution--assessment | [
"astronomy:stars:stellar-evolution"
] | [
"How does the assessment and mastery change the interpretation of Stellar evolution?"
] | Use a mix of explanation, application, and critique tasks rather than treating recall as complete mastery. | [
{
"rationale": "Understanding the anchor concept is necessary to analyze its assessment and mastery.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "0.3.0",
"source_course": "atlas-editorial:v1",
"source_hash": "7ed13e48213ce9b15785ba4eb63b2de1820ee78854a5405bb14a5dcce706615c",
"source_resource": "astronomy:stars:stellar-evolution"
} |
[
"A learner can explain its scope, apply it in a bounded case, and check or revise the result using explicit criteria."
] | [
"Supports deliberate practice and feedback for Stellar evolution: Assessment and mastery."
] | [
"The learner has already studied the parent facet and its anchor concept."
] | [
"Completing a task once proves complete understanding."
] | Stellar evolution: Assessment and mastery: Focused explanation | [
"Use the parent facet as the conceptual frame.",
"Make the reasoning chain inspectable and revisable."
] | Introduction to Astrophysics | A focused explanation unpacks the facet's central claim, vocabulary, and reasoning sequence. | Astronomy | {
"content_unit": "explanation",
"parent_facet": "astronomy:stars:stellar-evolution--assessment"
} | [
"A learner explains how Stellar evolution: Assessment and mastery applies to a new bounded scenario."
] | This learning record adds usable instructional content to the Stellar evolution: Assessment and mastery facet. It develops the original Atlas account through an explicit learning action while retaining the facet's scope: Assessment and mastery specify observable evidence that a learner can explain, apply, critique, and... | astronomy:stars:stellar-evolution--assessment--explanation | [
"astronomy:stars:stellar-evolution--assessment"
] | [
"What evidence would show mastery of Stellar evolution: Assessment and mastery?"
] | Define the relevant terms, state the claim in plain language, then connect each part to the underlying concept. | [
{
"rationale": "The content unit requires the vocabulary and scope established by its parent facet.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "0.3.0",
"source_course": "atlas-editorial:v1",
"source_hash": "5b8465c33d30853d62c331662f832fcf4a989f0dd6fd766d1c97d4424ae1f888",
"source_resource": "astronomy:stars:stellar-evolution--assessment"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Focused explanation: Case analysis | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Case analysis applies the parent content to a specific bounded scenario, separating relevant evidence from incidental detail. | Astronomy | {
"module_type": "case-analysis",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--explanation"
} | [
"Use Stellar evolution: Assessment and mastery: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--explanation--case-analysis | [
"astronomy:stars:stellar-evolution--assessment--explanation"
] | [
"How would you use the case analysis for Stellar evolution: Assessment and mastery: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b16ce327ac172cabf871cca2060e28a2b0888a2a3a92d51c5affc6b26b2adaab",
"source_resource": "astronomy:stars:stellar-evolution--assessment--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Focused explanation: Design task | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A design task asks the learner to create an artifact, procedure, or decision that operationalizes the parent concept under stated constraints. | Astronomy | {
"module_type": "design-task",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--explanation"
} | [
"Use Stellar evolution: Assessment and mastery: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--explanation--design-task | [
"astronomy:stars:stellar-evolution--assessment--explanation"
] | [
"How would you use the design task for Stellar evolution: Assessment and mastery: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b16ce327ac172cabf871cca2060e28a2b0888a2a3a92d51c5affc6b26b2adaab",
"source_resource": "astronomy:stars:stellar-evolution--assessment--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Focused explanation: Diagnostic check | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A diagnostic check isolates a likely misunderstanding and distinguishes a correct principle from a plausible but invalid shortcut. | Astronomy | {
"module_type": "diagnostic",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--explanation"
} | [
"Use Stellar evolution: Assessment and mastery: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--explanation--diagnostic | [
"astronomy:stars:stellar-evolution--assessment--explanation"
] | [
"How would you use the diagnostic check for Stellar evolution: Assessment and mastery: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b16ce327ac172cabf871cca2060e28a2b0888a2a3a92d51c5affc6b26b2adaab",
"source_resource": "astronomy:stars:stellar-evolution--assessment--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Focused explanation: Formal consistency check | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A formal consistency check tests whether definitions, assumptions, intermediate steps, and conclusions agree with one another. | Astronomy | {
"module_type": "formal-check",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--explanation"
} | [
"Use Stellar evolution: Assessment and mastery: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--explanation--formal-check | [
"astronomy:stars:stellar-evolution--assessment--explanation"
] | [
"How would you use the formal consistency check for Stellar evolution: Assessment and mastery: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b16ce327ac172cabf871cca2060e28a2b0888a2a3a92d51c5affc6b26b2adaab",
"source_resource": "astronomy:stars:stellar-evolution--assessment--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Focused explanation: Peer critique protocol | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A peer critique protocol provides a structured method for evaluating another explanation against evidence, scope, and stated reasoning. | Astronomy | {
"module_type": "peer-critique",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--explanation"
} | [
"Use Stellar evolution: Assessment and mastery: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--explanation--peer-critique | [
"astronomy:stars:stellar-evolution--assessment--explanation"
] | [
"How would you use the peer critique protocol for Stellar evolution: Assessment and mastery: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b16ce327ac172cabf871cca2060e28a2b0888a2a3a92d51c5affc6b26b2adaab",
"source_resource": "astronomy:stars:stellar-evolution--assessment--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Focused explanation: Guided prompt | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A guided prompt asks the learner to identify the relevant claim, evidence, method, and constraint before proposing an answer. | Astronomy | {
"module_type": "prompt",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--explanation"
} | [
"Use Stellar evolution: Assessment and mastery: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--explanation--prompt | [
"astronomy:stars:stellar-evolution--assessment--explanation"
] | [
"How would you use the guided prompt for Stellar evolution: Assessment and mastery: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b16ce327ac172cabf871cca2060e28a2b0888a2a3a92d51c5affc6b26b2adaab",
"source_resource": "astronomy:stars:stellar-evolution--assessment--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Focused explanation: Reflection and transfer | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Reflection and transfer asks the learner to explain what changed, what remains uncertain, and how the learning applies in a new setting. | Astronomy | {
"module_type": "reflection",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--explanation"
} | [
"Use Stellar evolution: Assessment and mastery: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--explanation--reflection | [
"astronomy:stars:stellar-evolution--assessment--explanation"
] | [
"How would you use the reflection and transfer for Stellar evolution: Assessment and mastery: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b16ce327ac172cabf871cca2060e28a2b0888a2a3a92d51c5affc6b26b2adaab",
"source_resource": "astronomy:stars:stellar-evolution--assessment--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Focused explanation: Quality rubric | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A quality rubric provides observable criteria for checking accuracy, scope, reasoning, and communication in a response. | Astronomy | {
"module_type": "rubric",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--explanation"
} | [
"Use Stellar evolution: Assessment and mastery: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--explanation--rubric | [
"astronomy:stars:stellar-evolution--assessment--explanation"
] | [
"How would you use the quality rubric for Stellar evolution: Assessment and mastery: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b16ce327ac172cabf871cca2060e28a2b0888a2a3a92d51c5affc6b26b2adaab",
"source_resource": "astronomy:stars:stellar-evolution--assessment--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Focused explanation: Worked reasoning path | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A worked reasoning path models an explicit sequence of justified steps while preserving room for independent checking. | Astronomy | {
"module_type": "worked-path",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--explanation"
} | [
"Use Stellar evolution: Assessment and mastery: Focused explanation to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Focused explanation into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--explanation--worked-path | [
"astronomy:stars:stellar-evolution--assessment--explanation"
] | [
"How would you use the worked reasoning path for Stellar evolution: Assessment and mastery: Focused explanation to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--explanation"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "b16ce327ac172cabf871cca2060e28a2b0888a2a3a92d51c5affc6b26b2adaab",
"source_resource": "astronomy:stars:stellar-evolution--assessment--explanation"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Applied practice: Case analysis | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Case analysis applies the parent content to a specific bounded scenario, separating relevant evidence from incidental detail. | Astronomy | {
"module_type": "case-analysis",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--practice"
} | [
"Use Stellar evolution: Assessment and mastery: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--practice--case-analysis | [
"astronomy:stars:stellar-evolution--assessment--practice"
] | [
"How would you use the case analysis for Stellar evolution: Assessment and mastery: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "1314cbd6a9955c17a257f8e0cdb5310405d79aa812bdd01044a81e3b06cee3a3",
"source_resource": "astronomy:stars:stellar-evolution--assessment--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Applied practice: Learning context | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Learning context frames the question, prior knowledge, and scope needed before working with the parent content unit. | Astronomy | {
"module_type": "context",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--practice"
} | [
"Use Stellar evolution: Assessment and mastery: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--practice--context | [
"astronomy:stars:stellar-evolution--assessment--practice"
] | [
"How would you use the learning context for Stellar evolution: Assessment and mastery: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "1314cbd6a9955c17a257f8e0cdb5310405d79aa812bdd01044a81e3b06cee3a3",
"source_resource": "astronomy:stars:stellar-evolution--assessment--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Applied practice: Counterexample and boundary | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A counterexample and boundary record tests where a tempting generalization fails and identifies the condition that prevents the error. | Astronomy | {
"module_type": "counterexample",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--practice"
} | [
"Use Stellar evolution: Assessment and mastery: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--practice--counterexample | [
"astronomy:stars:stellar-evolution--assessment--practice"
] | [
"How would you use the counterexample and boundary for Stellar evolution: Assessment and mastery: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "1314cbd6a9955c17a257f8e0cdb5310405d79aa812bdd01044a81e3b06cee3a3",
"source_resource": "astronomy:stars:stellar-evolution--assessment--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Applied practice: Design task | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A design task asks the learner to create an artifact, procedure, or decision that operationalizes the parent concept under stated constraints. | Astronomy | {
"module_type": "design-task",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--practice"
} | [
"Use Stellar evolution: Assessment and mastery: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--practice--design-task | [
"astronomy:stars:stellar-evolution--assessment--practice"
] | [
"How would you use the design task for Stellar evolution: Assessment and mastery: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "1314cbd6a9955c17a257f8e0cdb5310405d79aa812bdd01044a81e3b06cee3a3",
"source_resource": "astronomy:stars:stellar-evolution--assessment--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Applied practice: Diagnostic check | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A diagnostic check isolates a likely misunderstanding and distinguishes a correct principle from a plausible but invalid shortcut. | Astronomy | {
"module_type": "diagnostic",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--practice"
} | [
"Use Stellar evolution: Assessment and mastery: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--practice--diagnostic | [
"astronomy:stars:stellar-evolution--assessment--practice"
] | [
"How would you use the diagnostic check for Stellar evolution: Assessment and mastery: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "1314cbd6a9955c17a257f8e0cdb5310405d79aa812bdd01044a81e3b06cee3a3",
"source_resource": "astronomy:stars:stellar-evolution--assessment--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Applied practice: Formal consistency check | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A formal consistency check tests whether definitions, assumptions, intermediate steps, and conclusions agree with one another. | Astronomy | {
"module_type": "formal-check",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--practice"
} | [
"Use Stellar evolution: Assessment and mastery: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--practice--formal-check | [
"astronomy:stars:stellar-evolution--assessment--practice"
] | [
"How would you use the formal consistency check for Stellar evolution: Assessment and mastery: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "1314cbd6a9955c17a257f8e0cdb5310405d79aa812bdd01044a81e3b06cee3a3",
"source_resource": "astronomy:stars:stellar-evolution--assessment--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Applied practice: Guided prompt | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | A guided prompt asks the learner to identify the relevant claim, evidence, method, and constraint before proposing an answer. | Astronomy | {
"module_type": "prompt",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--practice"
} | [
"Use Stellar evolution: Assessment and mastery: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--practice--prompt | [
"astronomy:stars:stellar-evolution--assessment--practice"
] | [
"How would you use the guided prompt for Stellar evolution: Assessment and mastery: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "1314cbd6a9955c17a257f8e0cdb5310405d79aa812bdd01044a81e3b06cee3a3",
"source_resource": "astronomy:stars:stellar-evolution--assessment--practice"
} |
[
"Use it to make the reasoning visible, testable, appropriately scoped, and transferable to a new but comparable case."
] | [
"Supports retrieval practice, tutoring, curriculum sequencing, and auditable educational AI."
] | [
"The parent content unit and its prerequisite chain have been studied."
] | [
"A detailed response is automatically a well-reasoned response."
] | Stellar evolution: Assessment and mastery: Applied practice: Reflection and transfer | [
"Keep the parent concept and evidence boundary visible.",
"Use explicit checks rather than unsupported confidence."
] | Introduction to Astrophysics | Reflection and transfer asks the learner to explain what changed, what remains uncertain, and how the learning applies in a new setting. | Astronomy | {
"module_type": "reflection",
"parent_unit": "astronomy:stars:stellar-evolution--assessment--practice"
} | [
"Use Stellar evolution: Assessment and mastery: Applied practice to analyze a new, bounded learning scenario."
] | This granular Atlas record develops Stellar evolution: Assessment and mastery: Applied practice into a reusable learning component. It is original instructional structure, anchored to the parent unit and constrained by its assumptions rather than reproduced source text. | astronomy:stars:stellar-evolution--assessment--practice--reflection | [
"astronomy:stars:stellar-evolution--assessment--practice"
] | [
"How would you use the reflection and transfer for Stellar evolution: Assessment and mastery: Applied practice to improve a learner's answer?"
] | Identify the parent claim, select the relevant evidence or method, make assumptions explicit, perform the reasoning, and evaluate the result against the stated boundary. | [
{
"rationale": "The granular component relies on the explanation, practice, and verification work established by its parent unit.",
"relationship": "builds_on",
"target_id": "astronomy:stars:stellar-evolution--assessment--practice"
}
] | Stars and nucleosynthesis | {
"ingested_at": "2026-08-19T00:00:00+00:00",
"pipeline_version": "1.0.0",
"source_course": "atlas-editorial:v1",
"source_hash": "1314cbd6a9955c17a257f8e0cdb5310405d79aa812bdd01044a81e3b06cee3a3",
"source_resource": "astronomy:stars:stellar-evolution--assessment--practice"
} |
End of preview. Expand in Data Studio
Atlas of Knowledge dataset card
Version: 1.0.3 · Records: 20,417 · Distribution: Hugging Face release package
Summary and uses
Atlas of Knowledge is an original, structured representation of university-level concepts. It supports retrieval, educational tooling, knowledge-graph analysis, and carefully evaluated model-training experiments. It is not a replacement for expert instruction, domain references, or professional advice.
Structure
The primary concepts subset contains an ID, discipline, course, topic, definitions, explanatory fields, prerequisites, typed relationships, applications, misconceptions, assumptions, reasoning, questions, answers, and optional domain properties. The 1.0.3 release has 20,417 connected records across 17 courses and 15 disciplines. Each validated learning facet is developed through twelve distinct learning units, including diagnostic checks, case analysis, retrieval practice, formal consistency checks, design tasks, and peer-critique protocols. The release also packages two transparent trained baseline classifiers under models/. Releases export courses, prerequisites, relationships, questions, reasoning, misconceptions, and cross_domain, plus deterministic train/validation/test splits and an independent graph.
Collection, approval, and provenance
The pipeline uses an allowlist of declared course catalogs, checks source identity and compatible licensing, scores course metadata, and automatically approves high-confidence entries. It quarantines ambiguous sources. Source provenance is held separately from generated records. Atlas does not scrape arbitrary websites or publish source passages as data.
Validation and limitations
Records undergo schema, relationship, duplication, licensing, consistency, and confidence checks. Automation can miss subtle factual errors, cultural framing, contested interpretations, source bias, or semantic duplication. Scores are not proof of correctness. Initial coverage is intentionally sparse and English-focused; it should not be used to benchmark broad educational competence.
Versioning and citation
Semantic dataset versions identify reproducible builds. GitHub hosts the source pipeline; the complete generated release is published to Hugging Face and includes this card, schema, provenance metadata, citation, and license. Cite the exact release version. See CITATION.cff and README for a ready-to-use citation.
Example
{"id":"computer-science:algorithms:algorithmic-complexity","concept":"Algorithmic complexity","prerequisites":[],"related_concepts":[{"target_id":"mathematics:proofs:mathematical-induction","relationship":"formalizes","rationale":"Induction is a standard method for proving recurrence-based bounds."}]}
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