{"id":"W2895429840","doi":"10.1097/hcm.0000000000000235","title":"Nurses’ Perceptions of Engaging With Patients to Reduce Restrictive Practices in an Inpatient Psychiatric Unit","year":2018,"lang":"en","type":"article","venue":"The Health Care Manager","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Thematic analysis; Unit (ring theory); Perception; Nursing; Medicine; Best practice; Qualitative research; Psychiatric units; MEDLINE; Psychology; Psychiatry; Mental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006976393,0.000162595,0.0002437437,0.0004901653,0.0003786991,0.00002102517,0.0003604097,0.00008746768,0.00009622891],"category_scores_gemma":[0.0002035041,0.0001104474,0.00003150187,0.001228358,0.0001260943,0.00009942574,0.00005517741,0.0004497297,0.0001283762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001705417,"about_ca_system_score_gemma":0.0002372945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004389071,"about_ca_topic_score_gemma":0.00259231,"domain_scores_codex":[0.9970083,0.001203216,0.0004818691,0.0004481683,0.0003740234,0.0004843856],"domain_scores_gemma":[0.9977844,0.0002890792,0.0005091696,0.0007988383,0.0004007908,0.0002177466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001626213,0.0009574154,0.1611859,0.0001518278,0.00004765859,0.00004211969,0.378969,0.00008631947,0.000002401584,0.000673674,0.003435476,0.452822],"study_design_scores_gemma":[0.0005648092,0.002831308,0.8764828,0.0001452073,0.00001356036,0.000008829414,0.1150794,0.00001090687,8.158266e-7,0.00007385212,0.004659544,0.0001289204],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858942,0.000113735,0.0001026671,0.003969146,0.001189709,0.001156471,0.00002718551,0.00004039131,0.007506466],"genre_scores_gemma":[0.9967721,0.00001477487,0.0007887381,0.001938173,0.0002107247,0.00007225599,0.00001758859,0.00003165854,0.0001539463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7152969,"threshold_uncertainty_score":0.6634992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04962959817319672,"score_gpt":0.4513981070453456,"score_spread":0.4017685088721488,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}