Deeper than Belief: Intuitive Judgment as a Context-Driven Process
Bibliographic record
Abstract
Abstract Based on “laws” of contagion and similarity, it is understood that people tend to believe that meanings associated with one object may be transferred onto another, and the meanings of the first may “contaminate” the second. The perceived contamination may influence the individual’s way of interacting with the object. We aimed to produce a rich description of individual differences that predict intuitive judgments in response to scenarios involving activation of contagion heuristics. Adolescents and adults in Germany completed a survey and provided rated responses to hypothetical scenarios. They also gave open-ended remarks on one scenario: whether they would wear a sweater that had belonged to Adolf Hitler if they were cold. Content analysis produced a composite description of reflections with insights into historical consciousness in contemporary Germany. Also examined was the extent to which quantitative responses were related to demographics, personality characteristics, supernatural beliefs, and responses to other scenarios.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".