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Record W4378386481 · doi:10.1515/9780773575738-001

Tables and Figures

2009· book-chapter· en· W4378386481 on OpenAlexaboutno aff

Bibliographic record

VenueMcGill-Queen's University Press eBooks · 2009
Typebook-chapter
Languageen
FieldSocial Sciences
TopicHealth disparities and outcomes
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

t a b l e s 1.1 Canada's determinants of health, 1994 and 2003 4 1.2 Pless's four-stage typology of policy development (1995) 8 3.1 Infl uence of various health determinants on early deaths (but not morbidity) on a population basis: Example of a longitudinal study from the United States 23 4.1 Age distribution (%) of youths in Canada 40 4.2 The fi ve income groups and number of individuals dependent on the income 41 4.3 Income adequacy categories by age group 42 4.4 Household characteristics by income status 45 4.5 Individual characteristics by income status 46 4.6 Health behaviours and insurance status by income status 53 4.7 Health status indicators by income status 57 5.1 Ten principles of the European network of health promoting schools 73 5.2 Comprehensive school health in action 75 5.3 Key areas of study within new health education curriculum documents 80 7.1 Pregnancy rate and outcomes among Canadian females aged 15-19 years 129 7.2 std rates among Canadian youths aged 15-19 years 129

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)0.001
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.824
Threshold uncertainty score0.251

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.011
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0070.016
Science and technology studies0.0020.000
Scholarly communication0.0040.002
Open science0.0020.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.8240.625

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 head0.023
GPT teacher head0.251
Teacher spread0.228 · 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.

Study designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2009
Admission routes1
Has abstractyes

Explore more

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