Patient advisors for victims of traumatic amputation: a critical intervention
Bibliographic record
Abstract
Patient advisors for victims of traumatic amputation: a critical intervention. Since 2014, the Centre of Expertise in Reimplantation and Microsurgical Revascularization at the University of Montreal (CEVARMU) has been recruiting on an ad hoc basis former patients, who have completed the rehabilitation process, to accompany and support new patients at the Centre during their care process. Considered full-fledged partners of the care team, these patient advisors are invited to meet with patients who are hospitalized or in the rehabilitation process to not only share their experience but also ensure that the treatment plans proposed to the patients are well understood and meet their needs. Around forty interventions have been conducted by five patient advisors, helping to strengthen the credibility of professional interventions, break down patients' isolation, and give new meaning to the work of health professionals.
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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 | 0.003 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.013 | 0.004 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.007 | 0.010 |
| Insufficient payload (model declined to judge) | 0.015 | 0.002 |
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".