Empathic Correlates of Witnessing the Inhumane Killing of an Animal: An Investigation of Single and Multiple Exposures
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Seventy-five adults who reported witnessing at least 1 animal being killed inhumanely participated in a study of 5 measures of empathy from the Interpersonal Reactivity Index (IRI) (Davis, 1980) and the Animal Attitude Scale (AAS) (Herzog, Betchart, & Pittman, 1991): Perspective Taking (PT), Fantasy (FS), Emotional Concern (EC), Personal Distress (PD), and Animal Attitudes (AA). Females showed greater sensitivity (4 of 5 scales) on a 2-way MANOVA with Sex (male, female) and Witnessing Killing (never, once, multiple) as independent variables. Individuals who witnessed multiple killings were higher on PT and lower on PD scales. Lower PD for those who witnessed multiple killings suggests hardening or habituation related to exposure. Alternatively, they may lack resistance to involvement in situations leading to animal violence. Higher PT scores related to multiple killings may indicate a natural leaning toward the cognitive—rather than affective—or dissociation between cognitive and affective. A shift to the cognitive, as a defense mechanism, suggests a dissociation hypothesis. Implications extend to the need for refined research in the developmental sequence of animal abuse and empathy, and humane education.
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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 | 0.001 |
| 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 it