{"id":"W2800327594","doi":"10.1016/j.apnu.2018.04.004","title":"Improving the practice of handover for psychiatric inpatient nursing staff","year":2018,"lang":"en","type":"article","venue":"Archives of Psychiatric Nursing","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Addiction and Mental Health; University of Toronto","funders":"","keywords":"Audit; Handover; Intervention (counseling); Standardization; Medicine; Nursing; Patient safety; Nursing staff; Quality management; Quality (philosophy); Patient satisfaction; Medical emergency; Operations management; Health care; Business; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002284502,0.0001839116,0.0003618243,0.0003126707,0.0002629884,0.00001363243,0.0001958801,0.00005500682,0.00001924785],"category_scores_gemma":[0.0004570938,0.0001224673,0.000281876,0.0004839351,0.0004533564,0.0001223011,0.00002392428,0.000175051,0.000002367723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003326477,"about_ca_system_score_gemma":0.0002162832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003300481,"about_ca_topic_score_gemma":0.000001325464,"domain_scores_codex":[0.9984006,0.00006681317,0.0005848396,0.0002928277,0.0003079527,0.00034695],"domain_scores_gemma":[0.99807,0.0006358232,0.0005295578,0.0004721959,0.0001513508,0.0001410676],"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":[0.003622655,0.003199708,0.008629333,0.0004493851,0.0001669265,0.0000011198,0.01127038,0.000007509312,0.006131537,0.009967232,0.004197915,0.9523563],"study_design_scores_gemma":[0.06577933,0.09894161,0.3247696,0.0151911,0.01627281,0.0008971787,0.0870185,0.04171494,0.07127529,0.1535653,0.1204258,0.004148582],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.740411,0.006318298,0.1105216,0.01663209,0.005326126,0.003016793,0.00004762648,0.00009801946,0.1176285],"genre_scores_gemma":[0.8142951,0.00006047999,0.1846306,0.0001588339,0.0006155067,0.000009164819,0.000006063563,0.00003267113,0.0001915421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9482077,"threshold_uncertainty_score":0.4994073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009439654682035595,"score_gpt":0.3144282379065295,"score_spread":0.3049885832244938,"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."}}