case_id
stringclasses 10
values | abstraction_level
stringclasses 10
values | category
stringclasses 10
values | context
stringclasses 10
values | model_claim
stringclasses 10
values | category_error
stringclasses 10
values | expected_decision
stringclasses 1
value | expected_rationale_bullets
stringclasses 10
values | disallowed_assumptions
stringclasses 10
values | risk_level
stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|---|
META-ALCC-0001
|
Metaphorical
|
Analogy
|
Neural network explanation
|
The brain literally works like a computer
|
Metaphor treated as mechanism
|
OUT_OF_SCOPE
|
Analogy is illustrative not literal|Biological systems differ from computers|Category mismatch
|
Assuming analogy is literal truth
|
High
|
META-ALCC-0002
|
Conceptual
|
Theory
|
Economic discussion
|
Markets want stability
|
Intentionality attribution
|
OUT_OF_SCOPE
|
Markets are not agents|Intent is metaphorical|Category error
|
Assuming abstract systems have desires
|
Medium
|
META-ALCC-0003
|
Statistical
|
Aggregate
|
Risk analysis
|
This average guarantees individual outcome
|
Level collapse
|
OUT_OF_SCOPE
|
Aggregate statistics do not determine individuals|Level mismatch|Probability misused
|
Assuming averages apply to individuals
|
High
|
META-ALCC-0004
|
Mechanistic
|
Biological
|
Genetic explanation
|
This gene causes intelligence
|
Trait oversimplification
|
OUT_OF_SCOPE
|
Complex traits polygenic|Single gene insufficient|Abstraction collapse
|
Assuming single cause for complex trait
|
High
|
META-ALCC-0005
|
Normative
|
Value judgment
|
Ethical debate
|
This is wrong therefore impossible
|
Normative-descriptive conflation
|
OUT_OF_SCOPE
|
Moral judgment distinct from physical possibility|Category error
|
Assuming values constrain facts
|
Medium
|
META-ALCC-0006
|
Simulation
|
Model
|
Traffic simulation
|
Cars will behave this way in reality
|
Model–reality conflation
|
OUT_OF_SCOPE
|
Simulation abstracts reality|Assumptions embedded|External validation required
|
Assuming model output equals reality
|
Medium
|
META-ALCC-0007
|
Symbolic
|
Representation
|
Mathematical model
|
The equation is the system
|
Representation conflated with referent
|
OUT_OF_SCOPE
|
Models represent systems|They are not the system|Category error
|
Assuming symbol equals reality
|
High
|
META-ALCC-0008
|
Heuristic
|
Rule of thumb
|
Decision making
|
This rule always works
|
Heuristic absolutized
|
OUT_OF_SCOPE
|
Heuristics context dependent|No universal validity|Abstraction misuse
|
Assuming heuristic is law
|
Medium
|
META-ALCC-0009
|
Descriptive
|
Observation
|
Social analysis
|
This trend proves causation
|
Description to causation leap
|
OUT_OF_SCOPE
|
Observation does not imply causation|Category shift invalid
|
Assuming description proves mechanism
|
High
|
META-ALCC-0010
|
Explanatory
|
Story
|
Science communication
|
This narrative explains the mechanism
|
Narrative mistaken for mechanism
|
OUT_OF_SCOPE
|
Narratives simplify|Mechanisms require evidence|Category mismatch
|
Assuming story equals explanation
|
Medium
|
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