The Disjuncture between Medication Adherence and Recovery-centered Principles in Early Psychosis Intervention: An Institutional Ethnography
Bibliographic record
Abstract
To examine how recovery principles are enacted in an early psychosis intervention (EPI) clinic, we used an institutional ethnographic approach focused on how the ideology of medication adherence organizes young people’s experiences of EPI services. Methods included ethnographic observation, in-depth interviews with 27 participants (18 clinic staff, four young people, and five family members), and textual analysis of clinic documents (e.g., case files, administrative forms, policy reports). The disjuncture between service providers’ intent to provide recovery-principled care and the actual experiences of young people is actualized in institutionalized practices of informal coercion around medication adherence, which we identify as “enticing,”“negotiating,” and “taking responsibility.” We link these practices to institutional accountability, risk, and efficiencies, and discuss the need for a shift in medication management approaches in EPI settings.
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How this classification was reachedexpand
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 | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".