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The need for a complex systems model of evidence for public health

2017· article· en· 1,274 citations· W2626277945 on OpenAlex· 10.1016/s0140-6736(17)31267-9

Why is this work in the frame?

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

Canadian affiliationAn author listed a Canadian institution. This is the only route the usual frame has.

Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

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.

Opus teacher head0.981
GPT teacher head0.762
Teacher spread
0.220 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Abstract

No abstract. This is not a gap in this database — OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

The record

Venue
The Lancet
Topic
Health Policy Implementation Science
Field
Health Professions
Canadian institutions
Simon Fraser University
Funders
Public Health Research ProgrammeEconomic and Social Research CouncilPublic Health EnglandMedical Research CouncilNational Institute for Health and Care ResearchChief Scientist OfficeWellcome Trust
Keywords
Public healthScopusHealth policyPopulation healthPolitical sciencePublic relationsLibrary scienceMedicineMEDLINEComputer scienceNursingLaw
Has abstract in OpenAlex
no