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Record W4415600656 · doi:10.1186/s41256-025-00460-8

An updated definition of global health

2025· letter· en· W4415600656 on OpenAlexaff
Kathryn H. Jacobsen, Caryl E. Waggett, Olusoji Adeyi, Walter Bruchhausen, Shahanaz Chowdhury, Patricia M. Davidson, Ximena P. Garzón-Villalba, Lawrence O. Gostin, Liz Grant, Philip J. Landrigan, Hao Li, Mario Raviǵlione, Nancy Reynolds, Nelson K. Sewankambo, Brittany Seymour

Bibliographic record

VenueGlobal Health Research and Policy · 2025
Typeletter
Languageen
FieldMedicine
TopicGlobal Health and Surgery
Canadian institutionsCentre for Global Health Research
Fundersnot available
KeywordsGlobal healthPublic healthPopulation healthHealth equityInternational healthHealth policyEquity (law)One HealthScope (computer science)

Abstract

fetched live from OpenAlex

The most cited definition of global health, published in The Lancet in 2009, defines global health as "an area for study, research, and practice that places a priority on improving health and achieving equity in health for all people worldwide". In this article, we propose an updated definition that expresses the motivations of diverse global health actors and makes One Health and sustainability more visible: "Global health is a field of academic study, research, policy, and applied practice that advances the equitable protection and improvement of population and planetary health". Our "5 Ps model" illustrates global health as a grid that places health for all at the center of two axes representing four domains: (1) People, (2) Planet, (3) Priorities, and (4) Policies and Practices. The people-planet axis spans from social, economic, political, and other systems that affect human health to complex worldwide challenges such as those related to globalization, migration, pandemics, and climate change. The priorities-policies/practices axis positions global health as an action-oriented field in which factors such as human rights, international law, the global burden of disease, and evidence of economic impact inform the financing, implementation, and evaluation of multisectoral partnerships and interventions. We propose using this updated definition and the 5 Ps framework to modernize discussions of the scope and purpose of global 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

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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.071
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0010.003
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.002
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 head0.127
GPT teacher head0.521
Teacher spread0.394 · 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 designNot applicable
Domainnot available
GenreCommentary

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

Citations1
Published2025
Admission routes1
Has abstractyes

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