The paediatrician as a leader: A resident educational intervention for high-value care
Bibliographic record
Abstract
The American College of Physicians defines high-value care (HVC) as health care that balances clinical benefit with costs and harms with the goal of improving patient outcomes. We present a novel 2-hour workshop developed for general paediatric residents designed to promote reflective practice on resource stewardship and raise awareness of costs of medical care in hospitalized children. The workshop impact was assessed quantitatively and qualitatively. Preworkshop, 2-week postworkshop, and 6-month postworkshop electronic surveys were completed by 18 of 43 workshop participants (42% survey participation rate, 100% follow-up in postworkshop surveys) revealing increased knowledge and retention. Thematic analysis performed on 'lessons learned' and 'action plans' provided by participants at the end of the workshop yielded rich data with key findings from learners that included critical thinking about their management and reflecting on nonmonetary costs. Future directions include faculty development and assessment of impact on patient care.
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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 | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".