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Record W4323546019 · doi:10.1080/14927713.2023.2187865

Philosophy of science and leisure research: an exploratory analysis of research paradigms

2023· article· en· W4323546019 on OpenAlexvenueno aff
W. Thomas Means, Rasul A. Mowatt

Bibliographic record

VenueLeisure/Loisir · 2023
Typearticle
Languageen
FieldPsychology
TopicRecreation, Leisure, Wilderness Management
Canadian institutionsnot available
Fundersnot available
KeywordsPositivismReflexivityScholarshipExploratory researchEpistemologySociologyPluralism (philosophy)Field (mathematics)Sample (material)Social sciencePhilosophyPolitical science

Abstract

fetched live from OpenAlex

The purpose of this exploratory analysis was to examine paradigmatic trends within leisure research. Thomas Kuhn’s philosophy of science suggested that a field is the operational paradigm composed of a set of assumptions that include theories, methodology and instruments that guide inquiry. In contemporary leisure research, the scholarship being produced can be categorized into four research paradigms: (post)positivist, interpretive, critical and post×. The sample for this exploratory study included two timeframes (1991–1993 and 2014–2016) resulting in a total sample of N = 495 articles. Results confirmed evidence of a dominant (post)positivism in leisure research in the first sample and a trend toward paradigmatic pluralism in the second. Findings suggest that the philosophy of Larry Laudan’s ‘research traditions’ may be a more accurate model, compared to Kuhnian philosophy, for discourse within the leisure field. Additionally, results indicate a lack of paradigmatic and ontological and epistemological reflexivity among authors in leisure research.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Bibliometrics, Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.210
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0190.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0070.021
Science and technology studies0.0010.005
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.001
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 head0.278
GPT teacher head0.466
Teacher spread0.188 · 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
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

Citations10
Published2023
Admission routes1
Has abstractyes

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