Update on the Canadian Diabetes Association 2008 clinical practice guidelines.
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Rates of diabetes are increasing in Canada,1 and family physicians remain the main point of primary care for people with diabetes.2 The challenge for physicians in this context is to design realistic treatment plans and negotiate priorities to maximize health benefits for these patients. This article summarizes recommendations from the Canadian Diabetes Association (CDA) 2008 clinical practice guidelines (CPGs). The guidelines are available on-line at www.diabetes.ca/for-professionals/resources/2008-cpg/. This review covers the care of adults with type 2 diabetes and gives particular attention to new recommendations. To assist with readability, grading and evidence levels have been simplified to single letters (eg, grade A recommendation = [A]). Table 1 summarizes the grading system used by the CDA. Table 1 Criteria for assigning levels of evidence and grades to recommendations for clinical practice
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.
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 | 0.012 | 0.231 |
| 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 | 0.001 |
| 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 it