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
Part I. Perspectives on Workplace Violence 1.Editors' Introduction to Part I 2.Violence as Instrumental Behavior - Richard B. Felson 3.Emotions, Violence, and Counterproductive Work Behaviors - Paul E. Spector, Suzy Fox, & Theresa Domagalski 4.Prevalence of Workplace Aggression in the U.S. Workforce: Findings from a National Study - Aaron C.H. Schat, Michael R. Frone, & E. Kevin Kelloway Part II. Sources and Forms of Workplace Violence 5.Editors' Introduction to Part II 6.Workplace Emotional Abuse - Loraleigh Keashly & Steve Harvey 7.Workplace Bullying - Charlotte Rayner & Cary L. Cooper 8. Violence in Nursing - Marilyn Lanza 9.School Violence - Irvin Sam Schonfeld 10. Workplace violence in the Police - Stephen B. Perrott & E. Kevin Kelloway 11.Crossing the Line: Violence on the Picket Line - Lori Francis, James E. Cameron, & E. Kevin Kelloway 12. Public Initiated Violence - Manon Mireille LeBlanc, Kathryn E. Dupre, & Julian Barling 13.The battlefield as workplace: Violence in Warfighting - Kelly M.J. Farley & Victor M. Catano 14.Violence in peacekeeping - Michelle Innes & Julian Barling 15.Community Sources of Workplace Violence - Joerg Dietz & Harjinder Gill 16.The Consequences of Partner Violence on Employment and the Workplace - Jennifer E. Swanberg, TK Logan & Caroline Macke 17.Sexual Harassment in the Workplace: A look Back and a Look Ahead - Collette Arens Bates, Lynn Bowes-Sperry, & Anne M. O'Leary-Kelly 18. Young Workers - Sean Tucker and Catherine Loughlin 19. A Case of Cyberdeviancy: Cyber Aggression in the Workplace - Terrance Weatherbee and E. Kevin Kelloway Part III. Prevention and Intervention 20.Editors' Introduction to Part III 21.Organizational Response to Workplace Violence - Elizabeth Kelley & Jane Mullen 22.The Experience of Victims: Using Theories of Traumatic and Chronic Stress to Understand Individual Outcomes of Workplace Abuse - Theresa M. Glomb & Lilia M. Cortina 23.Critical Incident Stress Debriefing and Workplace Violence - Joseph J. Hurrell Jr 24.Screening and Selecting out Violent Employees - Arla L. Day & Victor M. Catano 25.Training as a Workplace Aggression Intervention Strategy - Aaron C.H. Schat & E. Kevin Kelloway 26. Preventing Insider-initiated Workplace Violence - M. Sandy Hershcovis & Julian Barling Index About the Editors About the Contributors
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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