‘It’s more than a game’: Young women’s experiences with physical activity as a means for resilience throughout adolescence
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This phenomenological study explored how physical activity is experienced as a means for resilience as well as the defining characteristics and meaning of that experience. Four paticipants were interviewed, aged 18 to 21 years; all of which were recieving a university education at the time of the interviews. Physical activity has been connected to various physical. intellectual, psychological, and social benefits duing adolesence. The participants in this study described their journeys to achieving wellness depite growing up with adversities collectively deemed as adverse. Interpretative phenomenological analysis (IPA) was the methodology utilized to investigate the data generated through several semi-structured in depth interviews with the participants. The analyzed data formed the overarching theme of self development in the face of adversity , which was evident throughout the three superordinate themes: channeling energy, nurturing relationships, and challenging the self. The participants explained their passages through adolesence amidst adversities to be ones full of ups and downs, but ultimately progress towards their current accomplishments, goals, dreams, and personal growth. The themes are discussed within the context of the current literature and then followed by recommendations for future research, considerations for professionals, and a conclusion including a list of desireable attributes of program initiatives as suggested by the participants.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it