{"id":"W4236745789","doi":"10.1177/070674371205701008","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":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":5,"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; Mood disorders; Medicine; Psychiatry; Psychology; Gerontology; Pediatrics; Anxiety","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":[0.0004185853,0.0002099521,0.0002259984,0.0005585244,0.0003016067,0.0003809585,0.0002383869,0.0002867677,0.001447768],"category_scores_gemma":[0.004024704,0.0001340091,0.0002979891,0.0004423913,0.0001656304,0.0002574516,0.0003929916,0.0005006648,0.0001483746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006102974,"about_ca_system_score_gemma":0.0006707145,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01403989,"about_ca_topic_score_gemma":0.02834703,"domain_scores_codex":[0.9997346,0.00005597038,0.00004356135,0.00002601762,0.00007759336,0.00006219076],"domain_scores_gemma":[0.9979131,0.0003107726,0.00100313,0.00002843173,0.0002775247,0.0004670511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003545366,0.00000964243,0.9991269,0.000005440989,0.00001272927,0.000026833,0.0000130469,0.00003321289,0.00003045102,0.000002949133,0.0001076101,0.0005957942],"study_design_scores_gemma":[0.000005278418,0.0000534171,0.9992335,0.00001081701,0.00001135389,0.0001959169,0.0001049696,0.0002713482,0.000018851,0.000009410254,0.00008288353,0.000002255501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988865,0.0003511867,0.00006117774,0.0001172324,0.00001110487,0.00000693852,0.000293491,0.0000039694,0.0002685559],"genre_scores_gemma":[0.9993178,0.0001122912,0.00008731044,0.00001913442,0.00001338925,0.000003865097,0.0003880936,7.388243e-7,0.00005736426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9859601,"threshold_uncertainty_score":0.02791631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01033998085324968,"score_gpt":0.2846543327045881,"score_spread":0.2743143518513384,"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."}}