Bibliographic record
Abstract
Mr. Paul Mills suffered from cancer of the esophagus (the passage between the mouth and the stomach). Three major surgeries were unsuccessful in correcting the problem, and other treatment methods likewise failed. His condition deteriorated to the point where there was no longer any hope of recovery. Dr. Morrison, who was Mr. Mills's intensive care physician at the Queen Elizabeth II Health Sciences Centre in Halifax, and Mr. Mills's family (Mr. Mills was incompetent by this time) agreed that active life support should be discontinued. Dr. Morrison then removed Mr. Mills's ventilator. To everyone's surprise, and dismay, Mr. Mills did not die. He continued to breathe spontaneously and started to show signs of distress. Dr. Morrison increased the dosage of morphine, to no effect. She increased it again to the point where death could reasonably be expected to occur; signs of distress continued. Dr. Morrison at this point administered a dose of potassium chloride and Mr. Mills died.I am grateful to Don Brown for very helpful comments and conversation.
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.
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 | 0.012 | 0.023 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.005 | 0.043 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.006 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".