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
Chair: Anna Aleksanyan, Strassler Center Doctoral Student\nDiscussant: Valerie Sperling, Professor of Political Science, Clark University\n"Mass Atrocities” Melanie O’Brien, Postdoctoral Research Fellow, TC Beirne School of Law, University of Queensland, Australia and Researcher, Asia-Pacific Centre for the Responsibility to ProtectDOWNLOAD PAPER \n“Warrior Women: Indigenous Women and the Battle to Hold the Canadian State Accountable” Robyn Bourgeois, Lecturer, Coady International Institute, St. Francis Xavier University, Nova Scotia\n“Accounting for Murdered and Missing Indigenous Women in Canada” Danielle Taschereau Mamers, Doctoral Student, Information and Media Studies, University of Western OntarioDOWNLOAD PAPER\n“Inner Peace? Sexual Violence, Accountability, and the Strength of Silence” James Sedgwick, Assistant Professor in History, Acadia University, Nova ScotiaDOWNLOAD PAPER
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 | 0.000 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.008 | 0.004 |
| 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