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Record W4389246424 · doi:10.32920/ihtp.v3i3.1804

Planetary health curriculum in higher education: Scoping review

2023· article· en· W4389246424 on OpenAlexvenueno aff
Giovana Hamerski Trombetta, Rafaela Soares Rech, Aírton Tetelbom Stein

Bibliographic record

VenueInternational Health Trends and Perspectives · 2023
Typearticle
Languageen
FieldEnvironmental Science
TopicClimate Change and Health Impacts
Canadian institutionsnot available
Fundersnot available
KeywordsCurriculumScopusHealth careMedical educationEngineering ethicsInterdisciplinarityWorkloadMedicineMEDLINEPsychologyPolitical scienceEngineeringComputer scienceSociologyPedagogySocial science

Abstract

fetched live from OpenAlex

Introduction: Human actions on this planet have caused numerous changes and negative impacts on society and the ecosystem. Thus, the field of Planetary Health emerged with the need to adopt approaches that reconcile natural and human systems. However, this field of study is still little recognized in the internal and external environments of the scientific community and society in general, especially in developing countries. Objective: The objective is to provide a comprehensive view of publications on the actions and scenarios of higher education regarding planetary health that can help in the formulation of teaching plans on planetary health. This article aims to review and describe variables such as curriculum, workload, and main methods and approaches used in higher education on planetary health. Methods: This is a scoping review based on the evaluation of studies that address teaching methods in undergraduate health courses. The study was conducted in July 2022, in the electronic databases, Scopus, PubMed, and EMBASE, by the identification, selection, mapping, and summary of the included studies were carried out. Results: The articles included indicate that there are few reports of experiences in countries of the Global South and such curricula are especially focused on medicine and nursing courses. Conclusion: Current and future health professionals are not yet prepared for the challenges they will face regarding planetary health. Thus, the need to include this theme in curricula is urgent and should be considered a priority in new curriculum proposals.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.847
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0060.000

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 head0.138
GPT teacher head0.436
Teacher spread0.298 · 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 designObservational
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

Citations3
Published2023
Admission routes1
Has abstractyes

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