Evaluation of a Virtual Team-Based Project Designed to Improve Chronic Wound Patient Care in Ontario, Canada
Bibliographic record
Abstract
OBJECTIVE: To evaluate the effectiveness of the Extension for Community Healthcare Outcomes Ontario Skin and Wound Care project, a virtual team-based endeavor designed to improve the care of patients with chronic wounds. METHODS: The study team conducted phone interviews with healthcare professionals (n = 8) regarding their patients (n = 10). The management recommendations were grouped, and the study participants questioned concerning the implementation of the recommendations. Interviews were recorded and transcribed, and the transcripts were analyzed for common themes. The Queen's University Research Ethics Board approved this study. RESULTS: Interviews documented improvement in 50% of patients; the other half of the patients did not improve because of patient- and healthcare-system barriers. Three of five nonhealing patients were nonadherent regarding compression, and only one of six suggested biopsies were carried out. The investigators noted three primary reasons for the lack of recommendation implementation: (1) could not obtain a diagnostic procedure, (2) lack of a diagnosis, and (3) patient was reluctant to make a lifestyle change. Major themes included problems in care coordination and suboptimal patient and provider education, along with other obstacles to management. CONCLUSIONS: Participants stated that the project provided a beneficial learning experience. The findings highlighted a lack of integrated and coordinated interprofessional chronic wound care.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".