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
Icertainly empathize with Dr.Robert Patterson (“I don’t own a house, but at least the lien is off my truck, ” Can Med Assoc J 1997;156 [11]:1583-5) and his difficulty in find-ing a satisfying permanent position. It is ironic that while he has been look-ing for a position, the University of Manitoba has been unable to recruit an academic general surgeon. The suitable candidate would have a var-ied, interesting clinical practice in Thompson, Man., a small city with a university-based specialty program. There are teaching and research ex-pectations, with particular opportuni-ties in the areas of telemedicine and computer technology. The salaried compensation is very competitive and includes 8 weeks ’ annual vacation and professional leave. As chief of staff at Thompson’s hospital, I find it frustrating that de-spite extensive advertising for a num-ber of positions, potential candidates still do not seem to be aware of our exciting new program. Any sugges-tions for reaching suitable candidates would be most appreciated.
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 | 0.000 | 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) | 0.048 | 0.008 |
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