(Re)humanizing clinical documentation for disabled children: a cascade of potential outcomes of critically reflective practice
Bibliographic record
Abstract
Supporting disabled children at school requires collaboration between health professionals, educators, and families. As a primary mode of communication, clinical letters support or challenge collaboration. Critically reflective practice prompts health professionals to reimagine how clinical letters are written and used. This critical qualitative study examines the impacts of a critically reflective approach to letter writing from the perspectives of parents and educators. Nine parents and eight educators in Ontario, Canada participated in semi-structured elicitation interviews. Our findings reveal a cascade of potential humanistic, communication, collaboration, and advocacy outcomes. Our study highlights the role of critically reflective practice in supporting a humanistic approach to clinical documentation and challenges the prevailing belief that a deficit-oriented approach is the most effective way to advocate. Achieving the outcomes identified in our study relies on fundamental shifts in how health professionals conceptualize documentation, and must be paired with broader systems change.
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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 | 0.060 | 0.148 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.009 | 0.027 |
| Scholarly communication | 0.013 | 0.008 |
| Open science | 0.002 | 0.015 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 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".