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Record W2466314223

Trends in mortality from diabetes mellitus in Canada, 1986-2000.

2005· article· en· W2466314223 on OpenAlexaffabout
Jinfu Hu, Glenn Robbins, Anne‐Marie Ugnat, Chris Waters

Bibliographic record

VenuePubMed · 2005
Typearticle
Languageen
FieldMedicine
TopicDiabetes, Cardiovascular Risks, and Lipoproteins
Canadian institutionsPublic Health Agency of Canada
Fundersnot available
KeywordsMedicineDemographyDiabetes mellitusMortality ratePopulationAge groupsGerontologyInternal medicineEnvironmental healthEndocrinology
DOInot available

Abstract

fetched live from OpenAlex

The purpose of this study was to examine trends in diabetes mellitus (DM) mortality rates in Canada, including analysis at the provincial level, during the period 1986-2000. The study population included Canadians aged 35 and over. Age-standardized mortality rates (ASMRs) were computed. Linear regression was used to calculate the average annual percentage change (AAPC) by age, sex and province. The results showed a substantial increase in DM mortality rates among those aged 35 and over, particularly for men; the AAPC indicated an increase of 2.4% for men and 0.7% for women. When the mortality rates were plotted for three time periods, the rates increased with each successive age group and period for both sexes. Mortality from DM increased significantly in both sexes in Canada between 1986 and 2000, particularly in men.

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)0.000
metaresearch head score (Gemma)0.001
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 score0.022
Threshold uncertainty score0.157

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.005
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.017
GPT teacher head0.214
Teacher spread0.196 · 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

Citations3
Published2005
Admission routes2
Has abstractyes

Explore more

Same venuePubMed→Same topicDiabetes, Cardiovascular Risks, and Lipoproteins→French-language works237,207→