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Record W2940650200

Comprehensive preventive care assessments for adults with intellectual and developmental disabilities: Part 2: 2003 to 2014.

2019· article· en· W2940650200 on OpenAlexaffabout
Glenys Smith, Hélène Ouellette‐Kuntz, Michael Green

Bibliographic record

VenuePubMed · 2019
Typearticle
Languageen
FieldMedicine
TopicDown syndrome and intellectual disability research
Canadian institutionsQueen's University
Fundersnot available
KeywordsMedicineHealth examinationHealth carePopulationPreventive careGerontologyEnvironmental healthFamily medicine
DOInot available

Abstract

fetched live from OpenAlex

OBJECTIVE: To determine if there has been an increase in preventive care among adults with intellectual and developmental disabilities (IDD) as a result of the publication of the Canadian consensus guidelines on the care of adults with IDD in 2006 and 2011. DESIGN: Ecological study. SETTING: Ontario. PARTICIPANTS: The study group consisted of community-dwelling adults with IDD between the ages of 40 and 64 living in Ontario identified in 2009-2010 through administrative health and social services data. The comparison group consisted of a propensity-score-matched sample of the remaining Ontario population. MAIN OUTCOME MEASURES: A combined measure of a health examination or a Primary Care Quality Composite Score (PCQS) of 0.6 or greater, or both. Both measures were identified using administrative health data. RESULTS: Adults with IDD were 2.04% more likely to have had a health examination or a PCQS of 0.6 or greater before 2011-2012 and 1.70% less likely after 2011-2012. Adults without IDD were 1.03% more likely before 2011-2012 and 13.74% less likely after 2011-2012 to have had a health examination or a PCQS of 0.6 or greater. Male patients with IDD were 15.60% more likely and male patients without IDD were 7.39% less likely to have had a health examination or PCQS of 0.6 or greater compared with female patients. CONCLUSION: Despite the publication of the guidelines there has not been a corresponding increase in the uptake of the annual health examination or in the quality of preventive care among adults with IDD. More is required to reduce this documented inequity in care.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.790
Threshold uncertainty score0.423

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.004
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.039
GPT teacher head0.307
Teacher spread0.267 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations7
Published2019
Admission routes2
Has abstractyes

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