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Record W2152896841 · doi:10.1093/heapro/dau025

Process evaluation of European 'Healthy Stadia' program

2014· article· en· W2152896841 on OpenAlexaff
Federico Roncarolo, Niccolò Lanati, Matthew Philpott, Wojciech Drygas, Joanna Ruszkowska, Robin Ireland, M. T. Tenconi

Bibliographic record

VenueHealth Promotion International · 2014
Typearticle
Languageen
FieldHealth Professions
TopicSchool Health and Nursing Education
Canadian institutionsUniversité de Montréal
FundersUniversity of East London
KeywordsProgram evaluationWork (physics)Public healthSustainabilityMental healthBusinessProcess (computing)Principal (computer security)Occupational safety and healthEnvironmental healthMedical educationPsychologyMedicinePolitical scienceNursingEngineeringPublic administration

Abstract

fetched live from OpenAlex

Healthy Stadia (HS) is a European public health pilot-program started in 2007 to support sports stadia in promoting the health of people who work and visit sports stadia, as well as inhabitants of the surrounding communities. The aim of this study is to describe the process evaluation of the program, from its beginning in July 2007 to December 2009, in order to assess the feasibility and sustainability of an HS network across Europe. The program involved nine associate partners involved in the coordination of activities at a local level, in the recruitment of stadia, in the development of specific program tasks and in the dissemination of the program at a national level. The activities of associate partners were evaluated through structured questionnaires administered every 6 months. The questionnaire response rate from associate partners was 77.8% for the first and third evaluations and 88.9% for the second and fourth evaluations. According to the evaluation's results, several good practices such as alcohol prevention policies and those supporting people with disabilities were implemented in stadia over the course of the program. Conversely, practices supporting mental health and green transport were generally not achieved. The implemented activities mainly involved staff and visitors. Lack of human and economic resources, especially toward the end of the program, was considered the principal challenge for program development. In conclusion, the process evaluation presented the feasibility of the HS program and the development of health promoting practices in sport stadia over time.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.047
metaresearch head score (Gemma)0.037
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.047
Threshold uncertainty score0.248

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0470.037
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0010.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.001

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 head0.198
GPT teacher head0.574
Teacher spread0.376 · 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 source (direct Gemma or distilled Codex), not a consensus.

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

Citations9
Published2014
Admission routes1
Has abstractyes

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