Walk This Way: A Kinematic Point-Light Investigation of Victim Vulnerability
Bibliographic record
Abstract
Research suggests that certain individuals exhibit vulnerability through their gait, and that observers select such individuals as those most vulnerable to victimization. It is currently assumed that the vulnerable gait pattern is an expression of one's submissiveness. Study 1 utilized kinematic point-light display to record individuals walking. The findings suggested that victimization history was related to gait vulnerability. The results also indicated that, contrary to expectation, individuals with more vulnerable features in their gait were more likely to self-report dominant personality characteristics, rather than submissive characteristics. In Study 2, a sample of observers watched the point-light recordings and rated the walkers on their vulnerability to victimization. The results suggested that observers agreed on which walkers were easy targets; they were also accurate in that the walkers that they rated as most likely to experience victimization tended to exhibit vulnerable gait cues. Implications of the findings are discussed.
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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 | 0.001 |
| 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) | 0.018 | 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".