An Exploration of the Experience of Lesbians with Chronic Illness
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
An exploration of the challenges facing lesbians with chronic conditions and their coping strategies was investigated by examining the experiences of participants who were clients of a volunteer organization serving chronically ill lesbians. This article reports the results associated with those challenges, with its ultimate goal being and to assess the effectiveness of current services. Using the participant observation method, as employed by O'Toole (2000 O'Toole, C. J. 2000. The view from below: Developing a knowledge base about an unknown population. Sexuality and Disability, 18(3): 207–224. [Crossref], [Web of Science ®] , [Google Scholar]), the analysis was based on multiple data sources and 10 years experience within the volunteer organization, including 3 years in direct client support. A qualitative method served as the primary focus for the study. The quantitative method preceded the qualitative method and provided limited supporting data. The total number of participants included all past and current clients, but the number participating in each data source varied. Qualitative sources included archival structured interviews (n = 69), taped interviews (n = 5-6), and extensive comments written in response to the quantitative surveys (n = 14). The quantitative measures (n = 14) included the researcher-developed Chronic Conditions Challenges Checklist (C4) and the Short Form of the McGill Pain Questionnaire ([SF-MPQ]; Melzack, 1998 Melzack, R. 1998. “The short-form McGill pain questionnaire”. In The compendium of quality of life instruments, Edited by: Salek, S. 2J:3–2J:3C. New York: Wiley. (Compiler) [Google Scholar] ). A content analysis of all data sources found a number of challenges that met the criteria of being identified in at least two data sources and across multiple participants. Challenges included those related to the disease process (i.e., pain, fatigue, and decreases in mobility) to impacts of the condition (financial security, ability to participate, support from family of origin and independence, loneliness, and issues related to mental health). Challenges were discussed in terms of those that are similar to and different from other women suffering from chronic illness, as well as their relevance to related literature.
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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 | 0.001 | 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 | 0.001 |
| 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