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Record W2600745578

Guest Editorial - Special Issue on Primary Health Care

2016· editorial· en· W2600745578 on OpenAlexvenueno aff
Karen Chalmers

Bibliographic record

VenueCanadian Journal of Nursing Research · 2016
Typeeditorial
Languageen
FieldMedicine
TopicGlobal Maternal and Child Health
Canadian institutionsnot available
Fundersnot available
KeywordsPrimary health careNursingHealth for allHealth careSoviet unionPrimary careMedicineInternational healthPolitical scienceHealth policyFamily medicinePublic healthLaw
DOInot available

Abstract

fetched live from OpenAlex

In 1978, at the 1st International Conference on Primary Health Care, held in Alma-Ata in the former Soviet Union, the World Health Organization declared primary care (PHC) as the means of achieving health for all of the world's people by the year 2000. PHC is considered to be essential care that is based on practical, scientifically sound, socially acceptable methods and technologies that are universally accessible to people in their local communities (World Health Organization, 1978). Professional nursing associations quickly embraced these principles and advocated for reform of the health-care system with PHC as the guiding framework. Nursing also called for more research on PHC, to explore and evaluate effective ways of working with individuals, families, groups, and communities to improve health.

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

Direct model labels (unvalidated)

Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.

Model armCategoriesStudy designConfidence
gemmano category
Domain: not available · Genre: Editorial
About the Canadian research system: no · About a Canadian topic: no
Not applicablelow
gptno category
Domain: not available · Genre: Editorial
About the Canadian research system: no · About a Canadian topic: no
Not applicablehigh
models agreeAgreement compares identical category sets and study designs across arms.

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)0.006
metaresearch head score (Gemma)0.022
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: Editorial · Consensus signal: Editorial
Teacher disagreement score0.031
Threshold uncertainty score0.102

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.022
Meta-epidemiology (narrow)0.0050.001
Meta-epidemiology (broad)0.0040.004
Bibliometrics0.0050.002
Science and technology studies0.0040.003
Scholarly communication0.0090.005
Open science0.0040.002
Research integrity0.0160.018
Insufficient payload (model declined to judge)0.0310.020

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 head0.418
Teacher spread0.388 · 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

Labeled directly by 2 models reading the full record.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEditorial

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
Published2016
Admission routes1
Has abstractyes

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