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 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 | 0.005 | 0.029 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 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".