Envisioning a safety paradigm in inpatient mental health settings: Moving beyond zero-risk approaches
Bibliographic record
Abstract
A zero-risk paradigm currently dominates the organization and delivery of mental health care within inpatient settings, giving rise to a proliferation of risk management strategies that are ineffective and produce harms. Drawing on Foucault's confinement and grounded in a comprehensive analysis of the extant literature, we identify three central processes that constitute this paradigm, including: risk is situated within the patient; eliminating risk is a foundational aim; and mental health professionals lead decision-making. Responding to the zero-risk paradigm, this paper proposes a novel safety paradigm comprised of four intersecting components, undertaken collectively by mental health professionals to guide practice: i) holding risk, ii) building capacity, iii) prioritizing relationships, and iv) re-envisioning environments. Foundationally underlying these commitments is direct action toward reducing coercive practices and structures, such as chemical and physical restraints, seclusion, and door locking. Mental health professionals are encouraged to challenge the zero-risk paradigm and its resultant risk management approaches, and embrace a safety paradigm to meaningfully re-orient care toward enhancing patients' safety and well-being during and following hospitalization. • A zero-risk paradigm currently dominates mental health care delivery. • This paradigm perpetuates ineffective and harmful risk management strategies. • A novel safety paradigm aims to reconceptualize the aims of mental health care.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".