Bibliographic record
Abstract
I read the article by Dr. Mark Burnstein about his experience with surgical outreach clinics with interest. In it he commented that specialist outreach clinics should be a “win– win –win situation.” Let me add my enthusiastic endorsement. The Maritime provinces have a lengthy history with surgical specialists' outreach clinics, particularly in pediatric orthopedics. Such clinics have been a continuous part of our delivery of care for 75 years. I myself have had 30 years' experience with such programs in a variety of centres. The periodic presence of the surgical specialist outside the referral area of major academic centres has many benefits for patients, especially for evaluation and follow-up. The savings to this population in travel and lost work time are huge. Patients are not the only beneficiaries; surgical trainees, for example, profit from community exposure. Less well defined gains can include connection with patients and with their communities, introducing a more realistic appreciation of the resources (human as well as facility) available there. Contact with community physicians also creates opportunities to undermine the too-common perception of “ivory tower” specialists. As noted by Dr. Burnstein, these clinics are time-intense and require consultants to be absent from their home institution, where their inability to be on-call adds to the burden on coworkers. But there is really no other downside to community outreach. Full-time equivalents adequate to provide outreach services must be incorporated into human-resources planning in the various disciplines. Integrating continuing medical education into such outreach programs is an obvious opportunity, and doable. Surgical departments today should consider specialist outreach programs an integral and important element of their educational responsibilities as well as of their services. Based on our Maritime experience, these programs definitely are a win– win –win situation. J. C. Hyndman, MD, FRCSC Head, Department of Orthopaedics IWK Health Centre Professor of Surgery Dalhousie University Halifax, NS
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.214 | 0.064 |
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".