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Record W4391963748 · doi:10.51644/9781554581719

The One Best Way?

2009· book· en· W4391963748 on OpenAlexaboutno aff
Tasnim Nathoo, Aleck Ostry

Bibliographic record

Venuenot available
Typebook
Languageen
FieldMedicine
TopicBreastfeeding Practices and Influences
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

In recent years, breastfeeding has been prominently in the public eye in relation to debates on issues ranging from parental leave policies, work−family balance, public decency, the safety of our food supply, and public health concerns such as health care costs and the obesity “epidemic.” Breastfeeding has officially been considered “the one best way” for feeding infants for the past 150 years of Canadian history. This book examines the history and evolution of breastfeeding policies and practices in Canada from the end of the nineteenth century to the turn of the twenty-first. The authors’ historical approach allows current debates to be situated within a broader social, political, cultural, and economic context. Breastfeeding shifted from a private matter to a public concern at the end of the nineteenth century. Over the course of the next century, the “best” way to feed infants was often scientifically or politically determined, and guidelines for mothers shifted from one generation to the next. Drawing upon government reports, academic journals, archival sources, and interviews with policy-makers and breastfeeding advocates, the authors trace trends, patterns, ideologies, and policies of breastfeeding in Canada.

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.759
Threshold uncertainty score0.486

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0100.015
Scholarly communication0.0080.005
Open science0.0010.002
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0080.003

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 head0.038
GPT teacher head0.297
Teacher spread0.260 · 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 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

Citations14
Published2009
Admission routes1
Has abstractyes

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Same topicBreastfeeding Practices and InfluencesFrench-language works237,207