{"id":"W3015615737","doi":"10.3389/fpsyt.2020.00231","title":"Housing Orientations and Needs of Above-Average Length of Stay Hospitalized Psychiatric Patients","year":2020,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas Mental Health University Institute; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Université du Québec à Montréal; Hôpital Louis-H Lafontaine","funders":"","keywords":"Medicine; Residential care; Apartment; Nursing staff; Mentally ill; Psychiatry; Nursing; Emergency medicine; Family medicine; Mental health; Mental illness","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003681029,0.0001474291,0.0001768969,0.0004915473,0.001026345,0.0008879877,0.0002562111,0.0002156562,0.001963266],"category_scores_gemma":[0.001853391,0.0001202825,0.0002041473,0.0004656825,0.000361543,0.0004152582,0.000720148,0.0004450398,0.0001449047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001605021,"about_ca_system_score_gemma":0.0009791431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04200062,"about_ca_topic_score_gemma":0.1055833,"domain_scores_codex":[0.9997427,0.00005957541,0.00002343838,0.00001731381,0.00005380989,0.0001031228],"domain_scores_gemma":[0.999104,0.00006153539,0.0003290856,0.00001689229,0.0001251949,0.0003633543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001201805,0.00007545706,0.9886347,0.00002571629,0.00002271382,0.0003133274,0.004586351,0.00005293404,0.000313799,0.0000689857,0.0004120886,0.005373719],"study_design_scores_gemma":[0.000004394483,0.00007200191,0.9906584,0.00001374508,0.000005971795,0.0001939748,0.008550835,0.00007905668,0.00004059474,0.00003760975,0.0003367935,0.000006612848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994668,0.00005057265,0.000008662801,0.00008014383,0.000003011607,0.000002758232,0.00003986036,6.243107e-7,0.0003475814],"genre_scores_gemma":[0.9996903,0.00006479468,0.00002421184,0.00003146753,0.00000326378,0.000001687562,0.00005640761,6.065503e-7,0.0001273556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04200062,"threshold_uncertainty_score":0.08351231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489184633708906,"score_gpt":0.3245729066265021,"score_spread":0.3096810602894131,"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."}}