{"id":"W4362601941","doi":"10.1176/appi.ps.20220332","title":"Virtual Acute Psychiatric Ward: Evaluation of Outcomes and Cost Savings","year":2023,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Psychiatry; Medicine; Psychology","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":[0.001078606,0.000178095,0.0003687799,0.0006510529,0.0001115639,0.00001294576,0.0001009156,0.0000821689,0.0001625083],"category_scores_gemma":[0.0000307018,0.0001454734,0.00007532735,0.001406577,0.00002772239,0.0001388498,0.00004320764,0.0001243821,0.00005753677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003779011,"about_ca_system_score_gemma":0.0001230587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003768024,"about_ca_topic_score_gemma":0.0001635272,"domain_scores_codex":[0.9978334,0.00007514178,0.000583134,0.0003224736,0.0008820103,0.000303805],"domain_scores_gemma":[0.9989253,0.0001080626,0.0003010162,0.000275577,0.0002278833,0.0001621814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000126971,0.0001111895,0.9268563,0.0004723455,0.0001743119,0.000001907225,0.0009560621,0.000004450496,0.0001299316,0.0002132442,0.005102444,0.0658508],"study_design_scores_gemma":[0.005796346,0.0006479794,0.9842928,0.00001779166,0.001280586,0.00002047862,0.00208027,0.00189331,0.00002591292,0.0005943743,0.003219293,0.0001308569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898508,0.0007182431,0.00003927498,0.006530888,0.0008626693,0.001137552,0.00003284174,0.0001480247,0.0006797218],"genre_scores_gemma":[0.9956012,0.0006359381,0.001116421,0.001834226,0.0003115749,0.00009005459,0.0002809801,0.00002735844,0.0001022836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06571994,"threshold_uncertainty_score":0.5932232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03343444623280203,"score_gpt":0.3856261720872303,"score_spread":0.3521917258544283,"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."}}