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Record W2018356805 · doi:10.2105/ajph.2012.300957

Integration of Primary Health Care and Public Health During a Public Health Emergency

2012· article· en· W2018356805 on OpenAlexaffabout
Aaron Wynn, Kieran Moore

Bibliographic record

VenueAmerican Journal of Public Health · 2012
Typearticle
Languageen
FieldHealth Professions
TopicPublic Health Policies and Education
Canadian institutionsQueen's University
Fundersnot available
KeywordsPublic healthStaffingHealth careGeneral partnershipPandemicNursingMedicineUnit (ring theory)Influenza pandemicHealth policyFamily medicineBusinessPolitical sciencePsychologyCoronavirus disease 2019 (COVID-19)Infectious disease (medical specialty)

Abstract

fetched live from OpenAlex

We have provided a detailed evaluation of how collaboration between an Ontario public health unit and its primary care providers facilitated an optimal response to the 2009 H1N1 influenza pandemic. Family health teams (integrated, interdisciplinary teams that provide a range of care options) provided flu assessment centers, with public health as a partner providing infection control advice, funding, coordination, antiviral medication, clinical care guidelines, supplemental nurse staffing, and arrangement of communication strategies with the public. The family health team structure offers a new capacity for timely, coordinated, and comprehensive response to public health emergencies, in partnership with public health, and provides a promising new direction for healthcare organization.

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)0.025
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.613
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0250.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.000
Bibliometrics0.0020.003
Science and technology studies0.0030.000
Scholarly communication0.0000.002
Open science0.0010.000
Research integrity0.0000.002
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 head0.125
GPT teacher head0.465
Teacher spread0.341 · 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.

Study designOther design
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

Citations48
Published2012
Admission routes2
Has abstractyes

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