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Record W4405198604 · doi:10.1080/14927713.2024.2425586

‘From the garden’ banquet address given on 25 May 2023, at CCLR17, University of Ottawa

2024· article· en· W4405198604 on OpenAlexaffvenueabout
Susan E. Markham‐Starr

Bibliographic record

VenueLeisure/Loisir · 2024
Typearticle
Languageen
FieldComputer Science
TopicDigital Education and Society
Canadian institutionsAcadia University
Fundersnot available
KeywordsBanquetGeographyArchaeology

Abstract

fetched live from OpenAlex

I was invited to speak at CCLR17 in 2023 and reflect on leisure research from the late 1970s through my career, drawing on my participation in CALS and many of the past CCLRs. I view CCLRs as the public manifestation of the state of leisure research/scholarship. In 2000 after CCLR9, which I chaired, I wrote a commentary piece for Leisure/Loisir ’Reflections from the Garden’ reflecting on a 1981 piece by Steve Smith ‘Worlds Apart: Thoughts on a Canadian Association of Leisure Studies‘ wherein he posited that the muse of leisure studies could create several possible environments for leisure researchers: ‘a desert, a jungle or a garden.‘ At that point I chose to consider leisure studies as a garden in which in Smith’s view would produce ‘bountiful crops year after year‘ and be ‘open to new way, new ideas, new individuals.‘ In this 2023 speech I again addressed the question ‘have we become a desert or a jungle or a garden?‘ I focused on the range of disciplines, the variety of backgrounds of the scholars, the demographics of both the researchers and their chosen subjects, and the role of CCLRs in developing fellowship and cooperation 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.504
Threshold uncertainty score0.860

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 science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.018
GPT teacher head0.249
Teacher spread0.230 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations0
Published2024
Admission routes3
Has abstractyes

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