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Record W3138989106 · doi:10.1080/13573322.2021.1901683

Volunteers in the sport for development and peace sector: antinomies, liminality, and structural relations

2021· article· en· W3138989106 on OpenAlexaff
Richard Giulianotti, Holly Collison, Simon C. Darnell

Bibliographic record

VenueSport Education and Society · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicSport and Mega-Event Impacts
Canadian institutionsUniversity of Toronto
FundersEconomic and Social Research Council
KeywordsAntinomyLiminalitySociologyPrivate sectorGender studiesPublic sectorPublic relationsPolitical scienceLawAnthropology

Abstract

fetched live from OpenAlex

In this paper, we seek to advance understandings of the contemporary global ‘sport for development and peace’ (SDP) sector, with respect to volunteers and volunteering in low- and middle-income countries (LMICs). Volunteers play a critical role in organizing and delivering SDP social intervention programmes across the world; most SDP volunteer work is undertaken by local young people who are often presented as a current peer or future community leaders. Specifically, we utilize a unique combination of the concepts of antinomy and liminality to examine systematically the ‘in-between’ positions, roles, and experiences of SDP volunteers. Our analysis spotlights three sets of antinomy. First, categorical antinomies relate to the liminal or in-between positioning of volunteers in terms of their socio-demography (e.g. between adolescence and adulthood), status within NGOs (as neither paid employees nor programme user groups), and their standing between NGOs and communities. Second, the structural antinomies of volunteers relate to the empowering/disempowering aspects of development, positioning between the international development and national public sectors, and their standing between civil society and the private sector. Third, the social antinomies of volunteering centre on their relations with the development NGO, links to donors, and volunteer positions in regard to programme sustainability. The paper draws on an extensive interview- and fieldwork-based research into SDP in three diverse locations (Kosovo, Rwanda, and Sri Lanka) as part of a wider cross-cultural research project on the global SDP sector. The findings may be used as an analytical framework for future research into volunteering, in other SDP locations, in other fields of sport, or on wider social and development sectors, such as in education, community and youth work, leisure and recreation.

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)0.001
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.345
Threshold uncertainty score0.384

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0000.000

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 head0.035
GPT teacher head0.336
Teacher spread0.301 · 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 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

Citations15
Published2021
Admission routes1
Has abstractyes

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