Integrating nutrition services into primary care: Experience in Hamilton, Ont.
Bibliographic record
Abstract
PROBLEM BEING ADDRESSED: Nutrition services can have an important role in prevention and management of many conditions seen by family physicians, but access to these services in primary care is limited. OBJECTIVE OF PROGRAM: To integrate specialized nutrition services into the offices of family physicians in Hamilton, Ont, in order to improve patient access to those services, to expand the range of problems seen in primary care, and to increase collaboration between family physicians and registered dietitians. PROGRAM DESCRIPTION: Registered dietitians were integrated into the offices of 80 family physicians. In collaboration with physicians, they assessed, treated, and consulted on a variety of nutrition-related problems. A central management team coordinated the dietitians' activities. CONCLUSION: Registered dietitians can augment and complement family physicians' activities in preventing, assessing, and treating nutrition-related problems. This model of shared care can be applied to integrating other specialized services into primary care practices.
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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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 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".