Update on age-appropriate preventive measures and screening for Canadian primary care providers.
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
OBJECTIVE: To summarize the best available age-appropriate, evidence-based guidelines for prevention and screening in Canadian adults. QUALITY OF EVIDENCE: The Canadian Task Force on Preventive Health Care recommendations are the primary source of information, supplemented by relevant US Preventive Services Task Force recommendations when a Canadian task force guideline was unavailable or outdated. Leading national disease-specific or specialty-specific organizations' guidelines were also reviewed to ensure the most up-to-date evidence was included. MAIN MESSAGE: Recommended screening maneuvers by age and sex are presented in a summary table highlighting the quality of evidence supporting these recommendations. An example of a template for use with electronic medical records or paper-based charts is presented. CONCLUSION: Whether primary care providers use a dedicated preventive health visit or opportunistic preventive counseling and screening in their patient encounters, this summary of evidence-based recommendations can help maximize efficiency and prevent important omissions and unnecessary screening.
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 | 0.001 | 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 | 0.000 | 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 it