MétaCan
Menu
Back to cohort
Record W152045403

Prenatal Care and Infant Mortality in Nevada

2012· article· en· W152045403 on OpenAlexaboutno aff
Douglas Garner, Roger Cleveland, Ayol Samuels, Tiffany G. Tyler

Bibliographic record

VenueDigital Scholarship - UNLV (University of Nevada Reno) · 2012
Typearticle
Languageen
FieldMedicine
TopicGlobal Maternal and Child Health
Canadian institutionsnot available
Fundersnot available
KeywordsInfant mortalityPrenatal careMedicineHistoryPopulationEnvironmental health
DOInot available

Abstract

fetched live from OpenAlex

The U.S. outspends all other industrial countries on health care, and yet Americans hardly enjoy better health (Gorman 2010). An American baby born in 2006 can expect to live 78 years – two years less than a baby born across the Canadian border. The U.S. ranks 28th in infant mortality out of the 30 major industrial countries (Gorman 2010). A large part of the gap in infant mortality can be traced to high infant death rates in certain populations, particularly African-Americans who make up about 13% of the total population. In 2005, infant mortality for non-Hispanic blacks in the U.S. ran to 13.6 deaths per 1,000 live births compared with 5.76 deaths per 1,000 live births for non-Hispanic whites. Such disparities reflect differences in education, environment, and socioeconomic status – factors notoriously difficult to mitigate (Gorman, 2010, p. 34).

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)0.000
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 score0.014
Threshold uncertainty score0.592

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.020
GPT teacher head0.251
Teacher spread0.232 · 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

Citations0
Published2012
Admission routes1
Has abstractyes

Explore more

Same venueDigital Scholarship - UNLV (University of Nevada Reno)Same topicGlobal Maternal and Child HealthFrench-language works237,207