Families of patients with mental illness revised their ideas of what it means to live a “normal” life
Bibliographic record
Abstract
Rose L, Mallinson RK, Walton-Moss B. A grounded theory of families responding to mental illness. West J Nurs Res2002 ; 24 : 516 –36 [OpenUrl][1][CrossRef][2][PubMed][3][Web of Science][4] QUESTION: How do families manage the experience of mental illness? Grounded theory. A medical institution in the US. 29 family members (age range 18–73 y; 66% women; 66% white, 28% African-American, 7% Hispanic) of 17 patients who had schizophrenia, major depression, or bipolar disorder. Patients consented to researchers contacting their relatives. Family members had ≥1 weekly contact with patients. Most patients had a history of ≥3 hospital admissions. Three 60–90 minute semistructured interviews were planned with each family over 2 years (soon after initial contact, at 6 mo, and at 1 y). Participants were asked to talk about their experiences of the illness, observations of social or cultural issues, and thoughts about the future. Interviews were audiotaped, transcribed, and analysed using the constant comparative method. The basic social problem facing families was living with the ambiguity of mental illness. … [1]: {openurl}?query=rft.jtitle%253DWestern%2BJournal%2Bof%2BNursing%2BResearch%26rft.stitle%253DWest%2BJ%2BNurs%2BRes%26rft.aulast%253DRose%26rft.auinit1%253DL.%26rft.volume%253D24%26rft.issue%253D5%26rft.spage%253D516%26rft.epage%253D536%26rft.atitle%253DA%2BGrounded%2BTheory%2Bof%2BFamilies%2BResponding%2Bto%2BMental%2BIllness%26rft_id%253Dinfo%253Adoi%252F10.1177%252F019394590202400505%26rft_id%253Dinfo%253Apmid%252F12148833%26rft.genre%253Darticle%26rft_val_fmt%253Dinfo%253Aofi%252Ffmt%253Akev%253Amtx%253Ajournal%26ctx_ver%253DZ39.88-2004%26url_ver%253DZ39.88-2004%26url_ctx_fmt%253Dinfo%253Aofi%252Ffmt%253Akev%253Amtx%253Actx [2]: /lookup/external-ref?access_num=10.1177/019394590202400505&link_type=DOI [3]: /lookup/external-ref?access_num=12148833&link_type=MED&atom=%2Febnurs%2F6%2F2%2F61.atom [4]: /lookup/external-ref?access_num=000176822600004&link_type=ISI
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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 | 0.013 | 0.036 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.004 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".