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Record W4395659063 · doi:10.1007/s42650-024-00081-5

Life Expectancy at Birth and Infant Mortality Rates of Indigenous Populations in Canada from 2004 to 2016

2024· article· en· W4395659063 on OpenAlexafffundvenueabout
Patrice Dion, Marilyn-Anne Tremblay, Roxanne Gagnon, Elham Sirag

Bibliographic record

VenueCanadian Studies in Population · 2024
Typearticle
Languageen
FieldHealth Professions
TopicFood Security and Health in Diverse Populations
Canadian institutionsStatistics Canada
FundersIndigenous Services Canada
KeywordsLife expectancyIndigenousInfant mortalityDemographyBirth ratePopulationGeographyBiologySociologyResearch methodologyEcology

Abstract

fetched live from OpenAlex

Abstract Life expectancy and infant mortality rates are two important indicators of the well-being of a population. However, it is not possible to compute these indicators for specific Indigenous populations in Canada from vital statistics databases because information about the identity of individuals is lacking. We use alternative data sources, linkages between the long-form census questionnaire and the Canadian Vital Statistics, namely the Canadian Census Health and Environment Cohorts and the Canadian Birth Census Cohorts, to compute life expectancy at birth and infant mortality rates among Indigenous populations. We describe the data, explain the methodology, and analyze the results to demonstrate the usefulness of these databases for the regular reporting of these health outcomes and monitoring of trends.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.018
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.264
GPT teacher head0.478
Teacher spread0.215 · 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 teacher head, 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

Citations1
Published2024
Admission routes4
Has abstractyes

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