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Record W3155372026 · doi:10.5604/01.3001.0014.8463

Concepts and research areas of health pedagogy

2021· article· en· W3155372026 on OpenAlexaff
Anna Gaweł

Bibliographic record

VenueStudia z Teorii Wychowania · 2021
Typearticle
Languageen
FieldHealth Professions
TopicEthics in medical practice
Canadian institutionsGovernment of Canada
Fundersnot available
KeywordsSocial pedagogyPerspective (graphical)PedagogyHealth promotionSociologyEngineering ethicsSubject (documents)Health educationSocial changePolitical scienceMedicineNursingPublic healthEngineeringLibrary science

Abstract

fetched live from OpenAlex

In pedagogical literature health pedagogy is trated as a subdiscipline of pedagogy, within which the theoretical foundations of modern health education are created. It has theoretical support in classical social pedagogy. The subject of research of health pedagogy is interdisciplinary and it covers issues related to a social health reality, which are analyzed from a pedagogical perspective and on the basis of the assumptions of modern philosophy of health and in connection with the achievements of medical and social sciences in the areas related to the protection and promotion of health. The article presents the formation of the theoretical foundations of pedagogical practice focused on health goals and the concepts and methods of practicing health pedagogy that are emerging today.

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)0.019
metaresearch head score (Gemma)0.029
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.749
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0190.029
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0020.001
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.005
Insufficient payload (model declined to judge)0.0010.000

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 head0.308
GPT teacher head0.664
Teacher spread0.356 · 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
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

Citations1
Published2021
Admission routes1
Has abstractyes

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