prompt dict | response string | meta dict | fact_sources list | artifacts dict |
|---|---|---|---|---|
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Heuristic in 1–2 sentences for an advanced academic audience."
}
]
} | A mental shortcut that can speed decisions but may introduce systematic biases. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024901",
"domain": "master_scholars_academics",
"subdomain": "psy::cognition",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Effect size concisely and include one example application."
}
]
} | Quantitative magnitude of a phenomenon (e.g., Cohen’s d, r), distinct from p-values. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024902",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Reinforcement in 1–2 sentences for an advanced academic audience."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024903",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Cognitive behavioral therapy (CBT) concisely and include one example application."
}
]
} | Therapy focusing on links among thoughts, feelings, and behaviors with structured skill practice. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024904",
"domain": "master_scholars_academics",
"subdomain": "psy::clinical",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Social norms? Provide a precise definition and one implication."
}
]
} | Shared expectations about behavior within a group or society. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024905",
"domain": "master_scholars_academics",
"subdomain": "psy::social",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Effect size? Provide a precise definition and one implication."
}
]
} | Quantitative magnitude of a phenomenon (e.g., Cohen’s d, r), distinct from p-values. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024906",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Social norms concisely and include one example application."
}
]
} | Shared expectations about behavior within a group or society. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024907",
"domain": "master_scholars_academics",
"subdomain": "psy::social",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology"... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Construct validity in 1–2 sentences for an advanced academic audience."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024908",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Reinforcement? Provide a precise definition and one implication."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024909",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Reinforcement concisely and include one example application."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024910",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Reliability in 1–2 sentences for an advanced academic audience."
}
]
} | Consistency of measurement across time/items/raters; necessary but not sufficient for validity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024911",
"domain": "master_scholars_academics",
"subdomain": "psy::measurement",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycho... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Heuristic? Provide a precise definition and one implication."
}
]
} | A mental shortcut that can speed decisions but may introduce systematic biases. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024912",
"domain": "master_scholars_academics",
"subdomain": "psy::cognition",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Effect size concisely and include one example application."
}
]
} | Quantitative magnitude of a phenomenon (e.g., Cohen’s d, r), distinct from p-values. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024913",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Construct validity concisely and include one example application."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024914",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Reliability? Provide a precise definition and one implication."
}
]
} | Consistency of measurement across time/items/raters; necessary but not sufficient for validity. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024915",
"domain": "master_scholars_academics",
"subdomain": "psy::measurement",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Reliability concisely and include one example application."
}
]
} | Consistency of measurement across time/items/raters; necessary but not sufficient for validity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024916",
"domain": "master_scholars_academics",
"subdomain": "psy::measurement",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycho... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Reliability in 1–2 sentences for an advanced academic audience."
}
]
} | Consistency of measurement across time/items/raters; necessary but not sufficient for validity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024917",
"domain": "master_scholars_academics",
"subdomain": "psy::measurement",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Heuristic concisely and include one example application."
}
]
} | A mental shortcut that can speed decisions but may introduce systematic biases. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024918",
"domain": "master_scholars_academics",
"subdomain": "psy::cognition",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Reliability? Provide a precise definition and one implication."
}
]
} | Consistency of measurement across time/items/raters; necessary but not sufficient for validity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024919",
"domain": "master_scholars_academics",
"subdomain": "psy::measurement",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Heuristic? Provide a precise definition and one implication."
}
]
} | A mental shortcut that can speed decisions but may introduce systematic biases. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024920",
"domain": "master_scholars_academics",
"subdomain": "psy::cognition",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Reinforcement? Provide a precise definition and one implication."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024921",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycholog... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Theory of mind concisely and include one example application."
}
]
} | Capacity to attribute mental states to self/others to explain behavior. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024922",
"domain": "master_scholars_academics",
"subdomain": "psy::development",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Effect size? Provide a precise definition and one implication."
}
]
} | Quantitative magnitude of a phenomenon (e.g., Cohen’s d, r), distinct from p-values. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024923",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Theory of mind? Provide a precise definition and one implication."
}
]
} | Capacity to attribute mental states to self/others to explain behavior. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024924",
"domain": "master_scholars_academics",
"subdomain": "psy::development",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycho... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Reliability concisely and include one example application."
}
]
} | Consistency of measurement across time/items/raters; necessary but not sufficient for validity. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024925",
"domain": "master_scholars_academics",
"subdomain": "psy::measurement",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Construct validity? Provide a precise definition and one implication."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024926",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Effect size concisely and include one example application."
}
]
} | Quantitative magnitude of a phenomenon (e.g., Cohen’s d, r), distinct from p-values. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024927",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Theory of mind in 1–2 sentences for an advanced academic audience."
}
]
} | Capacity to attribute mental states to self/others to explain behavior. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024928",
"domain": "master_scholars_academics",
"subdomain": "psy::development",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycho... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Reliability? Provide a precise definition and one implication."
}
]
} | Consistency of measurement across time/items/raters; necessary but not sufficient for validity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024929",
"domain": "master_scholars_academics",
"subdomain": "psy::measurement",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycho... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Theory of mind in 1–2 sentences for an advanced academic audience."
}
]
} | Capacity to attribute mental states to self/others to explain behavior. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024930",
"domain": "master_scholars_academics",
"subdomain": "psy::development",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Reinforcement concisely and include one example application."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024931",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Cognitive behavioral therapy (CBT)? Provide a precise definition and one implication."
}
]
} | Therapy focusing on links among thoughts, feelings, and behaviors with structured skill practice. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024932",
"domain": "master_scholars_academics",
"subdomain": "psy::clinical",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycholog... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Reliability in 1–2 sentences for an advanced academic audience."
}
]
} | Consistency of measurement across time/items/raters; necessary but not sufficient for validity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024933",
"domain": "master_scholars_academics",
"subdomain": "psy::measurement",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Construct validity? Provide a precise definition and one implication."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024934",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Construct validity concisely and include one example application."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024935",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Cognitive behavioral therapy (CBT) concisely and include one example application."
}
]
} | Therapy focusing on links among thoughts, feelings, and behaviors with structured skill practice. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024936",
"domain": "master_scholars_academics",
"subdomain": "psy::clinical",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Construct validity in 1–2 sentences for an advanced academic audience."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024937",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Reliability? Provide a precise definition and one implication."
}
]
} | Consistency of measurement across time/items/raters; necessary but not sufficient for validity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024938",
"domain": "master_scholars_academics",
"subdomain": "psy::measurement",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Heuristic in 1–2 sentences for an advanced academic audience."
}
]
} | A mental shortcut that can speed decisions but may introduce systematic biases. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024939",
"domain": "master_scholars_academics",
"subdomain": "psy::cognition",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycholo... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Theory of mind? Provide a precise definition and one implication."
}
]
} | Capacity to attribute mental states to self/others to explain behavior. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024940",
"domain": "master_scholars_academics",
"subdomain": "psy::development",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Theory of mind? Provide a precise definition and one implication."
}
]
} | Capacity to attribute mental states to self/others to explain behavior. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024941",
"domain": "master_scholars_academics",
"subdomain": "psy::development",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Cognitive behavioral therapy (CBT) concisely and include one example application."
}
]
} | Therapy focusing on links among thoughts, feelings, and behaviors with structured skill practice. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024942",
"domain": "master_scholars_academics",
"subdomain": "psy::clinical",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycholog... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Reinforcement in 1–2 sentences for an advanced academic audience."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024943",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Effect size in 1–2 sentences for an advanced academic audience."
}
]
} | Quantitative magnitude of a phenomenon (e.g., Cohen’s d, r), distinct from p-values. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024944",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Construct validity concisely and include one example application."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024945",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Heuristic in 1–2 sentences for an advanced academic audience."
}
]
} | A mental shortcut that can speed decisions but may introduce systematic biases. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024946",
"domain": "master_scholars_academics",
"subdomain": "psy::cognition",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Theory of mind concisely and include one example application."
}
]
} | Capacity to attribute mental states to self/others to explain behavior. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024947",
"domain": "master_scholars_academics",
"subdomain": "psy::development",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Reliability in 1–2 sentences for an advanced academic audience."
}
]
} | Consistency of measurement across time/items/raters; necessary but not sufficient for validity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024948",
"domain": "master_scholars_academics",
"subdomain": "psy::measurement",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycho... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Theory of mind? Provide a precise definition and one implication."
}
]
} | Capacity to attribute mental states to self/others to explain behavior. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024949",
"domain": "master_scholars_academics",
"subdomain": "psy::development",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycho... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Reinforcement? Provide a precise definition and one implication."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024950",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Cognitive behavioral therapy (CBT)? Provide a precise definition and one implication."
}
]
} | Therapy focusing on links among thoughts, feelings, and behaviors with structured skill practice. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024951",
"domain": "master_scholars_academics",
"subdomain": "psy::clinical",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycholog... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Social norms concisely and include one example application."
}
]
} | Shared expectations about behavior within a group or society. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024952",
"domain": "master_scholars_academics",
"subdomain": "psy::social",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology"... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Theory of mind in 1–2 sentences for an advanced academic audience."
}
]
} | Capacity to attribute mental states to self/others to explain behavior. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024953",
"domain": "master_scholars_academics",
"subdomain": "psy::development",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycho... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Reliability concisely and include one example application."
}
]
} | Consistency of measurement across time/items/raters; necessary but not sufficient for validity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024954",
"domain": "master_scholars_academics",
"subdomain": "psy::measurement",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Construct validity in 1–2 sentences for an advanced academic audience."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024955",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Reliability? Provide a precise definition and one implication."
}
]
} | Consistency of measurement across time/items/raters; necessary but not sufficient for validity. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024956",
"domain": "master_scholars_academics",
"subdomain": "psy::measurement",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Cognitive behavioral therapy (CBT) in 1–2 sentences for an advanced academic audience."
}
]
} | Therapy focusing on links among thoughts, feelings, and behaviors with structured skill practice. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024957",
"domain": "master_scholars_academics",
"subdomain": "psy::clinical",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycholog... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Reinforcement in 1–2 sentences for an advanced academic audience."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024958",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Effect size? Provide a precise definition and one implication."
}
]
} | Quantitative magnitude of a phenomenon (e.g., Cohen’s d, r), distinct from p-values. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024959",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Reliability concisely and include one example application."
}
]
} | Consistency of measurement across time/items/raters; necessary but not sufficient for validity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024960",
"domain": "master_scholars_academics",
"subdomain": "psy::measurement",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Theory of mind? Provide a precise definition and one implication."
}
]
} | Capacity to attribute mental states to self/others to explain behavior. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024961",
"domain": "master_scholars_academics",
"subdomain": "psy::development",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Theory of mind concisely and include one example application."
}
]
} | Capacity to attribute mental states to self/others to explain behavior. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024962",
"domain": "master_scholars_academics",
"subdomain": "psy::development",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Theory of mind in 1–2 sentences for an advanced academic audience."
}
]
} | Capacity to attribute mental states to self/others to explain behavior. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024963",
"domain": "master_scholars_academics",
"subdomain": "psy::development",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Theory of mind concisely and include one example application."
}
]
} | Capacity to attribute mental states to self/others to explain behavior. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024964",
"domain": "master_scholars_academics",
"subdomain": "psy::development",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Construct validity concisely and include one example application."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024965",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Heuristic concisely and include one example application."
}
]
} | A mental shortcut that can speed decisions but may introduce systematic biases. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024966",
"domain": "master_scholars_academics",
"subdomain": "psy::cognition",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycholo... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Social norms concisely and include one example application."
}
]
} | Shared expectations about behavior within a group or society. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024967",
"domain": "master_scholars_academics",
"subdomain": "psy::social",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Theory of mind concisely and include one example application."
}
]
} | Capacity to attribute mental states to self/others to explain behavior. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024968",
"domain": "master_scholars_academics",
"subdomain": "psy::development",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Reinforcement in 1–2 sentences for an advanced academic audience."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024969",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Reinforcement concisely and include one example application."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024970",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycholog... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Construct validity concisely and include one example application."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024971",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Reinforcement? Provide a precise definition and one implication."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024972",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Cognitive behavioral therapy (CBT) in 1–2 sentences for an advanced academic audience."
}
]
} | Therapy focusing on links among thoughts, feelings, and behaviors with structured skill practice. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024973",
"domain": "master_scholars_academics",
"subdomain": "psy::clinical",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Effect size? Provide a precise definition and one implication."
}
]
} | Quantitative magnitude of a phenomenon (e.g., Cohen’s d, r), distinct from p-values. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024974",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Heuristic concisely and include one example application."
}
]
} | A mental shortcut that can speed decisions but may introduce systematic biases. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024975",
"domain": "master_scholars_academics",
"subdomain": "psy::cognition",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Construct validity? Provide a precise definition and one implication."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024976",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Social norms concisely and include one example application."
}
]
} | Shared expectations about behavior within a group or society. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024977",
"domain": "master_scholars_academics",
"subdomain": "psy::social",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Construct validity? Provide a precise definition and one implication."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024978",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Construct validity concisely and include one example application."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024979",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Effect size? Provide a precise definition and one implication."
}
]
} | Quantitative magnitude of a phenomenon (e.g., Cohen’s d, r), distinct from p-values. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024980",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Construct validity in 1–2 sentences for an advanced academic audience."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024981",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Reinforcement concisely and include one example application."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024982",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycholog... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Cognitive behavioral therapy (CBT)? Provide a precise definition and one implication."
}
]
} | Therapy focusing on links among thoughts, feelings, and behaviors with structured skill practice. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024983",
"domain": "master_scholars_academics",
"subdomain": "psy::clinical",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Construct validity concisely and include one example application."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024984",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Construct validity in 1–2 sentences for an advanced academic audience."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024985",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Reinforcement concisely and include one example application."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024986",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Reinforcement? Provide a precise definition and one implication."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024987",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Social norms concisely and include one example application."
}
]
} | Shared expectations about behavior within a group or society. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024988",
"domain": "master_scholars_academics",
"subdomain": "psy::social",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Cognitive behavioral therapy (CBT)? Provide a precise definition and one implication."
}
]
} | Therapy focusing on links among thoughts, feelings, and behaviors with structured skill practice. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024989",
"domain": "master_scholars_academics",
"subdomain": "psy::clinical",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycholog... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Effect size concisely and include one example application."
}
]
} | Quantitative magnitude of a phenomenon (e.g., Cohen’s d, r), distinct from p-values. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024990",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Reinforcement in 1–2 sentences for an advanced academic audience."
}
]
} | A consequence that increases likelihood of a behavior (positive or negative). Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_024991",
"domain": "master_scholars_academics",
"subdomain": "psy::learning",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Heuristic? Provide a precise definition and one implication."
}
]
} | A mental shortcut that can speed decisions but may introduce systematic biases. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024992",
"domain": "master_scholars_academics",
"subdomain": "psy::cognition",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Social norms? Provide a precise definition and one implication."
}
]
} | Shared expectations about behavior within a group or society. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024993",
"domain": "master_scholars_academics",
"subdomain": "psy::social",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Heuristic concisely and include one example application."
}
]
} | A mental shortcut that can speed decisions but may introduce systematic biases. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024994",
"domain": "master_scholars_academics",
"subdomain": "psy::cognition",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psycholo... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Effect size? Provide a precise definition and one implication."
}
]
} | Quantitative magnitude of a phenomenon (e.g., Cohen’s d, r), distinct from p-values. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024995",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Construct validity concisely and include one example application."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024996",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Cognitive behavioral therapy (CBT)? Provide a precise definition and one implication."
}
]
} | Therapy focusing on links among thoughts, feelings, and behaviors with structured skill practice. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_PSY_25K_024997",
"domain": "master_scholars_academics",
"subdomain": "psy::clinical",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Social norms concisely and include one example application."
}
]
} | Shared expectations about behavior within a group or society. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024998",
"domain": "master_scholars_academics",
"subdomain": "psy::social",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Construct validity? Provide a precise definition and one implication."
}
]
} | Degree to which a test measures the intended construct, supported by convergent/discriminant evidence. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_PSY_25K_024999",
"domain": "master_scholars_academics",
"subdomain": "psy::methods",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology",
... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Psychology. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Reliability concisely and include one example application."
}
]
} | Consistency of measurement across time/items/raters; necessary but not sufficient for validity. Example: used in applied research and professional practice. | {
"id": "WUA_PSY_25K_025000",
"domain": "master_scholars_academics",
"subdomain": "psy::measurement",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"psychology... | [
{
"source_title": "OpenStax Psychology 2e (CC BY 4.0)",
"source_url": "https://openstax.org/details/books/psychology-2e",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "APA Dictionary of Psychology (terminology)",
"source_url": "https://dictio... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
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