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Record W3121275065 · doi:10.1186/s12884-020-03537-z

Reconciling relationships with physical activity: a qualitative study of women’s postnatal physical activity decision-making

2021· article· en· W3121275065 on OpenAlexaff
Sarah Liva, Wendy A. Hall, John L. Oliffe

Bibliographic record

VenueBMC Pregnancy and Childbirth · 2021
Typearticle
Languageen
FieldMedicine
TopicGestational Diabetes Research and Management
Canadian institutionsUniversity of British ColumbiaTrinity Western UniversityWestern University
Fundersnot available
KeywordsPhysical activityReproductive medicineQualitative researchMedicineGrounded theoryAffect (linguistics)Developmental psychologyPsychologyGerontologyPhysical therapyPregnancy

Abstract

fetched live from OpenAlex

BACKGROUND: Challenges with engaging in postnatal physical activity can negatively affect the health of women and their families. This study investigated women's physical activity decision-making processes and strategies to support their physical activity as part of a healthy postpartum transition. METHODS: Thirty healthy women with infants aged 2.5-12 months completed 3-day activity diaries and an individual interview. Using Glaser and Charmaz's grounded theory methodology, the core category, reconciling relationships with physical activity, was constructed, which explained women's processes of postnatal physical activity decision-making. RESULTS: Through reconciling relationships with physical activity, women discerned the types of physical activity they were comfortable pursuing at various points in the postpartum transition. Based on the meaning physical activity held for participants and their views about risks, supports, and resources, women gauged their capacity and the workability of their physical activity desires. Most women were uncertain of their capacity (physical, emotional) to return to physical activity and viewed the achievement of several or all of their desired physical activities as unworkable. Only a small group of women fully pursued the desirable physical activities they viewed as important for their well-being. Women adjusted the strategies they used to achieve physical activity when their expectations of capacity and workability did not align with their experiences. Some women lacked access to resources or supportive messaging about postpartum physical activity and downgraded their physical activity pursuit after negative personal physical or childcare experiences. CONCLUSIONS: Women can benefit from discussions about physiological birth recovery and navigating community and peer resources to support physical activity access and the safe return to physical activity following birth.

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)0.013
metaresearch head score (Gemma)0.018
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 score0.013
Threshold uncertainty score0.071

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0130.018
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0080.008
Scholarly communication0.0030.004
Open science0.0020.004
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0030.000

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 head0.045
GPT teacher head0.360
Teacher spread0.314 · 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

Citations13
Published2021
Admission routes1
Has abstractyes

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