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: TRACES, TIDEMARKS AND LEGACIES: “Montreal Theme Variations” by Sarah Green TRACES, TIDEMARKS AND LEGACIES: “Montreal: Traces of the Past, Intimations of the Future” by Marie Nathalie LeBlanc and Deirdre Meintel “General Meeting Information” FROM THE PRESIDENT: “Meet Sarah Green: Conversation with the 2011 AAA Meeting Executive Program Chair” by Virginia R Dominguez TRACES, TIDEMARKS AND LEGACIES: “Program Even Highlight: Shifting State of Publishing Anthropology” by Sarah Green “AAA Annual Business Meeting: Thursday, November 17, 2011, 6:15–7:30 pm” by Virginia R Dominguez Keywords: association business, Annual Meeting, 2011 Annual Conference, AAA Business Meeting
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.013 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.034 | 0.003 |
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