© 2007 Canadian Medical Association or its licensors The Left Atrium
Bibliographic record
Abstract
Do you know why you’re here?” Truth be told, I thought that was all I did know; that and the fact that in life I had been a physician. I certainly didn’t know where “here ” was, and wasn’t too sure who “I ” was … Can you remember who I was? can you still feel it?1... or when “it ” was. I supposed this was what it felt like to be disori-ented times 3. I nodded at my questioner. “I am here to be judged. ” If this was a dream, it was like no dream I had ever dreamt, for the fear I felt was like no fear I had ever felt. Fear of eternal damnation — whatever that meant. My questioner looked back at me and sighed. “You are here to judge.” In the silence that followed, I be-came aware of a nearby shadow. He hung his head in a gesture of resigna-tion, helpless now to influence what was apparently to follow. I recognized him as a fellow physician I had known in life and realized that I was being asked to judge his behaviour in life sim-ply because I, too, was a physician… Can you find my pain? can you heal it? Then lay your hands upon me now And cast this darkness from my soul.1 My being cast in the role of judge struck me as odd and disappointing. I had not known him particularly well, and I vaguely recalled not liking him very much. I felt profound sadness and believe that I was crying. I had al-ways expected — or rather, I had al-ways hoped — that in the end there would be perfect justice. Damnation of the wicked, salvation of the good, a discerning and just but merciful De-ity. Now it appeared that justice would be imperfectly meted out by a peer — and a not impartial one at that — much as it had been in life. No di-vine comedy; on the contrary, just a human tragedy. I had made a living listening care-fully to what people told me, reading between the lines. It occurred to me now that my response — “I am here to be judged ” — had not been contra-dicted. Was it possible, I wondered, that unlike the poor soul before me I still had a chance to favourably or un-favourably influence my own judgment? This is a test, I thought. Yes, a final test. I must be just but merciful. But, oh my God, what if my judgement is un-justly or unmercifully damning? WouldDO
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.006 | 0.004 |
| Insufficient payload (model declined to judge) | 0.841 | 0.732 |
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 itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".