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
Canadian psychiatrist and medical editor From general practitioner to journalist to stockbroker to psychiatrist to psychoanalyst: such was the curiously meandering career of Gordon Dickinson, sometime editor of the Canadian Medical Association Journal ( CMAJ ). These abrupt changes of direction inevitably had an impact on his family. “Over the time I was married to him,” his ex-wife Mary Lou reflects, “I felt like I’d been married to five different people.” His daughter, Andrea Dickinson, says, “He did tell me that he liked the opportunity to do different things. Nowadays it’s not unusual for people to have a number of careers over the course of their life, but in those days it was less common to go to a different discipline for a while.” Mary Lou Dickinson accepts the suggestion that her husband seems to have spent much of his working life finding out what he wanted to do. “But also making a contribution on the way,” she insists. CMAJ Dickinson was born to parents who had emigrated from England. …
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 | 0.003 | 0.011 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.006 |
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