Workshops to desseminate the Canadian Thoracic Society guidelines for chronic obstructive pulmonary disease to health care porfessionals in Ontario : Impact on knowledge, perceived health care practices and participant satisfaction
Bibliographic record
Abstract
I n 2003, the Canadian Thoracic Society (CTS) developed a clinical practice guideline (CPG) pertaining to the management of patients with chronic obstructive pulmonary disease (COPD) (1).This guideline was updated in 2007 and contains clinical recommendations derived from the best available evidence (2).Given the increased complexity of patient care, coupled with the large number of research studies available to guide clinical practice, CPGs have the potential to integrate knowledge and optimize the quality of health care for individuals with specific conditions (3,4).Primary health care practitioners provide the majority of clinical care for patients with COPD (5).The importance of early diagnosis and initiation of appropriate management of COPD patients in the primary care setting was highlighted by OrIgInal arTICle ©2009 Pulsus
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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 | 0.007 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 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".