Complete physical examinations in Manitoba adults with an intellectual or developmental disability: A retrospective cohort study
Bibliographic record
Abstract
BACKGROUND: Complete physical examinations (CPE) can identify health disparities in persons with intellectual or developmental disabilities. The objective of this study was to determine and compare rates of CPE among Manitoba adults with and without intellectual or developmental disabilities over time and to identify factors that were associated with receiving a CPE. METHOD: A retrospective cohort study using linked administrative health and non-health data from 1995 to 2015 was conducted. Poisson and logistic regression were used to calculate CPE rates and examine factors associated with CPE. RESULTS: The rates of CPE are decreasing over time and are higher among Manitobans with an intellectual or developmental disability. Characteristics such as being male, living rurally, low socioeconomic status, and high continuity of care led to lower odds of receiving a CPE. CONCLUSIONS: The current state of CPE provision to adults with intellectual or developmental disabilities in Manitoba is encouraging but needs improvement.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".