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Record W282326933 · doi:10.24095/hpcdp.35.1.05

Report Summary - Perinatal Health Indicators 2013: a Surveillance Report by the Public Health Agency of Canada’s Perinatal Surveillance System

2015· article· en· W282326933 on OpenAlexaffvenueabout
Brittany Irvine, Susie Dzakpasu, J. A. Leon

Bibliographic record

VenueHealth Promotion and Chronic Disease Prevention in Canada · 2015
Typearticle
Languageen
FieldMedicine
TopicGestational Diabetes Research and Management
Canadian institutionsPublic Health Agency of Canada
Fundersnot available
KeywordsPublic healthPublic health surveillancePolitical scienceMedicineEnvironmental healthGeographyNursing

Abstract

fetched live from OpenAlex

The maternal mortality rate is the number of maternal deaths (occurring during pregnancy, childbirth, or within 42 days of delivery or termination of pregnancy) divided by the number of deliveries.N The fetal mortality rate is the number of late fetal deaths per 1000 total births (live births and stillbirths).N The infant mortality rate is the number of deaths of live-born babies in the first year after birth per 1000 live births.N Neonatal death is the death of a newborn aged 0-27 days.N Post-neonatal death is the death of an infant aged 28-364 days. NThe preterm birth rate is the number of live births with a gestational age at birth of less than 37 completed weeks as a proportion of all live births. NThe postterm birth rate is the number of live births with a gestational age at birth of 42 or more completed weeks of pregnancy as a proportion of all live births.N The small-for-gestational-age birth rate is the number of singleton live births whose birth weight is below the 10 th percentile of the sex-specific birth weight for gestational age reference as a proportion of all singleton live births. NThe large-for-gestational-age birth rate is the number of singleton live births whose birth weight is above the 90 th percentile of the sex-specific birth weight for gestational age reference as a proportion of all singleton live births.

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)0.007
metaresearch head score (Gemma)0.018
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.951
Threshold uncertainty score0.355

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.018
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0120.024
Science and technology studies0.0020.000
Scholarly communication0.0030.001
Open science0.0040.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0120.004

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 head0.030
GPT teacher head0.321
Teacher spread0.292 · 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

Citations31
Published2015
Admission routes3
Has abstractyes

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