MétaCan
Menu
← Back to cohort
Record W2346586322 · doi:10.14288/1.0090049

Physical activity and sport after spinal cord injury : an inside perspective

2009· article· en· W2346586322 on OpenAlexaff
Stephen M Levins

Bibliographic record

VenuecIRcle (University of British Columbia) · 2009
Typearticle
Languageen
FieldMedicine
TopicSpinal Cord Injury Research
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsPerspective (graphical)Spinal cord injuryPhysical medicine and rehabilitationPhysical activityPsychologyMedicineSpinal cordNeuroscienceComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

The spinal cord injured (SCI) population has been shown to be at risk of developing serious secondary complications after injury and many authors have attributed this in part to a sedentary life style. Consequently, this study was designed to examine the issues that encourage and discourage participation in physical activity and sport after a SCI. In recognition of the profound influence of society on disability, it was deemed important to explore fully the social, as well as individual, issues that affect participation. Semi-structured interviews were used to explore the experiences of individuals with paraplegia concerning their experiences with physical activity and sport. Analysis of their statements led to the development of overarching themes that were compared to the growing literature on disability and sport and physical activity. Through the words of eight participants, this study has confirmed the potential importance of physical activity and sport in an individual's life post-injury. More importantly, participants credited activities with providing profound meaning to their lives and a method of contrasting societal stigma as well as creating a positive identity. The potential role of physical activity in assisting in this process emerged as a predominant theme. The participants' narratives provide evidence that social factors do play a large role in enabling or disabling their participation in sport and physical activity after SCI. In addition to citing environmental barriers such as accessibility, availability of resources and equipment, and attitudinal barriers of others; their stories also reveal an internal process of redefining self that occurs after injury which profoundly impacts participation. This internal process, however, is likely in turn influenced somewhat by societal ideals, again outlining the profound influence of society. Consequently, the answer to the question 'What factors determine whether an individual will participate or not participate in physical activity and sport following a SCI?' appears to be complex, involving both internal and external factors. The information gained through the narratives of these eight individuals can help rehabilitation professionals, planners of physical activity and sport, and individuals with SCI, their families and their friends by providing needed insight into both the personal and societal challenges they face.

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)0.002
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.016

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0060.009
Scholarly communication0.0070.005
Open science0.0010.004
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0040.000

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 head0.018
GPT teacher head0.293
Teacher spread0.275 · 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 designQualitative
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
Published2009
Admission routes1
Has abstractyes

Explore more

Same venuecIRcle (University of British Columbia)→Same topicSpinal Cord Injury Research→French-language works237,207→