Learning to Live with Osteoporosis: A Metaphoric Narrative
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
A philosophical hermeneutic research approach was chosen to explore the meaning of living with osteoporosis, a degenerative bone disease. Osteoporosis creates the possibility of living with disabling physical, emotional, and social conditions for the person diagnosed with this serious health condition. The purpose of this study was to interpret the narratives authored by twelve participants living with osteoporosis. The findings provided in this article offer a perspective of how one’s shifting sense of self-renewal was expressed through osteoporosis-specific metaphors, which explicated a transformative process of how one learns to live well with osteoporosis. Three metaphors were identified and interpretively named the shattering, the surrendering, and the dance. An analysis, interpretation, and discussion of these narratives was performed. Consideration was given to how an interpretation of these findings, through metaphor, may benefit others living with osteoporosis, and how those diagnosed in the future can benefit from shared understandings and conversations about the meaning of living with osteoporosis. As people endeavored to make meaning of living with their illness, metaphors provided a useful common ground and invitation for discussion, story-telling, and the development of supportive relationships – all implemented as educative methods to positively transition the impacted persons’ physical, emotional, and social traumas toward the possibility of self-renewal.
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Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Qualitative | low |
| gpt | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Qualitative | low |
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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