{"id":"W33727192","doi":"10.1177/070674371205701107","title":"Predicting Hospital Length of Stay for Geriatric Patients with Mood Disorders","year":2012,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Hotchkiss Brain Institute; University of Toronto; University of Calgary","funders":"","keywords":"Mood; Medicine; Mood disorders; Hospital admission; Psychiatry; Mental health; Bipolar disorder; Depressed mood; Anxiety; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0004130603,0.0002184684,0.0002332695,0.0005630967,0.0003050385,0.0003866022,0.0002466777,0.0002840073,0.001385846],"category_scores_gemma":[0.00402045,0.0001359348,0.0003053076,0.0004654606,0.0001649301,0.0002578279,0.0003915508,0.0005069427,0.0001417291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006559339,"about_ca_system_score_gemma":0.0007054597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0166316,"about_ca_topic_score_gemma":0.03323892,"domain_scores_codex":[0.9997326,0.00005616629,0.00004322498,0.00002594997,0.0000773201,0.0000647674],"domain_scores_gemma":[0.9980605,0.0002825671,0.0009297779,0.00002709127,0.0002627844,0.0004371263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003767746,0.000009346696,0.9991217,0.000005831613,0.00001339859,0.00002865281,0.00001302251,0.00003397612,0.00003008944,0.000003198003,0.0001071756,0.0005959843],"study_design_scores_gemma":[0.000005100314,0.00004994589,0.999271,0.00001088071,0.00001144937,0.0001889639,0.0001009122,0.0002541745,0.00001763279,0.000009228925,0.00007862988,0.00000217917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998823,0.0003831672,0.00005943342,0.0001259493,0.00001080168,0.000007244893,0.0003071162,0.000004048161,0.0002791589],"genre_scores_gemma":[0.9992986,0.0001198366,0.00008772508,0.0000194037,0.00001330598,0.000003720539,0.0004030158,7.08514e-7,0.0000535766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0166316,"threshold_uncertainty_score":0.03306961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005104592233532886,"score_gpt":0.221046433887957,"score_spread":0.2159418416544241,"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."}}