Canadian Association of Gastroenterology Policy on the Application for, and Implementation of, Clinical Practice Guidelines
Bibliographic record
Abstract
An important mandate of the Canadian Association of Gastroenterology (CAG), as documented in the Association's governance policies, is to optimize the care of patients with digestive disorders. Clinical practice guidelines are one means of achieving this goal. The benefits of timely, high-quality and evidenced-based recommendations include: Enhancing the professional development of clinical members through education and dissemination of synthesized clinical research; Improving patient care provided by members by providing focus on quality and evidence; Creating legislative environments that favour effective clinical practice; Enhancing the clinical care provided to patients with digestive disease by nongastroenterologists; and Identifying areas that require further information or research to improve clinical care. The present document provides the foundation required to ensure that clinical practice guidelines produced by the CAG are necessary, appropriate, credible and applicable. These recommendations should be adhered to as closely as possible to obtain CAG endorsement.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.130 | 0.314 |
| Meta-epidemiology (narrow) | 0.001 | 0.003 |
| Meta-epidemiology (broad) | 0.002 | 0.003 |
| Bibliometrics | 0.008 | 0.011 |
| Science and technology studies | 0.016 | 0.012 |
| Scholarly communication | 0.017 | 0.006 |
| Open science | 0.010 | 0.007 |
| Research integrity | 0.047 | 0.029 |
| Insufficient payload (model declined to judge) | 0.022 | 0.008 |
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".