Experiences of disempowerment amongst endometriosis patients: Toward comprehensive care to address the psychosocial impact of chronic illness
Bibliographic record
Abstract
Endometriosis is a devastating chronic condition with significant physical and social implications. This research focused on two questions: 1) how do endometriosis patients experience healthcare in Canada, and 2) how can the healthcare encounter effectively address the psychosocial burden of disease that patients bear? This study examines the psychosocial implications of endometriosis diagnosis and treatment. Data was obtained through semi-structured interviews with nine people diagnosed with endometriosis. Interview questions centering patient perceptions of care were thematically analyzed utilizing reflexive thematic analysis. Analyzing participant narratives and drawing upon Kleinman’s concepts of illness experiences and slow medicine , this article underlines the urgency of moving toward a deeper ethics of care for endometriosis patients, wherein the patient is understood and advocated for within the Canadian healthcare system. Drawing upon participant experiences, the present research calls for the widespread availability of a comprehensive healthcare model for the treatment of endometriosis.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.012 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.005 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".