Embodied Capital and Risk-Related Traits, Attitudes, Behaviors, and Outcomes: An Exploratory Examination of Attractiveness, Cognitive Ability, and Physical Ability
Bibliographic record
Abstract
The relative state model posits two nonindependent pathways to risk. The need-based pathway suggests people take risks when nonrisky options are unlikely to meet their needs. The ability-based pathway suggests people take risks when they possess resources or abilities making them more capable of successfully “pulling off” risk-taking. Growing laboratory and field evidence supports need-based risk-taking. However, little is known about ability-based risk-taking. We examined whether three indicators of embodied capital (attractiveness, cognitive ability, and physical dexterity) were associated with risk-related personality traits, risk-attitudes, behavioral risk-taking, and outcomes associated with risk-taking. Among 328 community members recruited to maximize variance on risk-propensity, we demonstrate that embodied capital indices predict various instantiations of risk-propensity consistent with the relative state model.
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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 | 0.001 | 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 | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".