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Record W2940909950

Expectations, outcomes, and motivation in new exercisers

2015· article· en· W2940909950 on OpenAlexaffabout
Heather Larson, Kimberly McFadden, Tara-Leigh McHugh, Tanya R. Berry, Wendy M. Rodgers

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldPsychology
TopicBehavioral Health and Interventions
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsPsychologyCompetence (human resources)Social cognitive theorySocial psychologyAccountabilityPopulationAffect (linguistics)Qualitative researchApplied psychologyMedicineSociologyPolitical science
DOInot available

Abstract

fetched live from OpenAlex

Bandura's (1986) Social Cognitive Theory suggests that individuals' outcome expectations for a behaviour will affect motivation, such that when people's expectations are not met, their motivation to persist in the behaviour is negatively impacted. New exercisers often begin programs with high hopes for change in many aspects of their lives, and when their actual outcomes fall short of their expectations, exercise participation may decline or cease altogether. The purpose of this study was to explore the outcome expectations of participants who had completed a one year exercise program. Semi-structured interviews were conducted with 17 participants (10 females), with an average age of 49.2 (SD = 10). Upon initial analysis using a qualitative description approach, six themes emerged. These themes included 1) weight loss and changes in appearance, 2) social support, 3) increased competence in exercise, 4) quality of life outcomes, 5) unexpected environmental and personal barriers, and 6) accountability and commitment to a structured research program. It is worth noting that after the completion of the one year program, the majority of these participants did not continue exercising at the same level of frequency or intensity. It may be important for new exercisers to regularly re-evaluate their expectations and adjust goals accordingly in order to maintain motivation for exercise. This research also reinforces the importance of imparting realistic expectations when "selling" exercise to a sedentary population.Acknowledgments: This study was supported by the Canadian Institutes of Health 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 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)0.005
metaresearch head score (Gemma)0.009
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.026

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.002
Scholarly communication0.0020.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.165
GPT teacher head0.436
Teacher spread0.271 · 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

Citations1
Published2015
Admission routes2
Has abstractyes

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