{"id":"W2780622329","doi":"10.1177/0091217417749798","title":"Evaluation of the value of team-based psychiatric consultation in a general hospital setting","year":2017,"lang":"en","type":"article","venue":"The International Journal of Psychiatry in Medicine","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Genentech; University of Texas Southwestern Medical Center","keywords":"Medicine; Intervention (counseling); Hospital readmission; Illness severity; Quarter (Canadian coin); Mortality rate; Emergency medicine; Health care; Psychiatry; Family medicine; Severity of illness","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004159264,0.0004183614,0.0004611124,0.0006376487,0.0004724125,0.0006911808,0.0007445489,0.0004412573,0.001581453],"category_scores_gemma":[0.0169271,0.0001599142,0.0006069118,0.0005124445,0.0005824427,0.0004580393,0.000956745,0.0006110962,0.000101294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003499936,"about_ca_system_score_gemma":0.003535164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008931899,"about_ca_topic_score_gemma":0.01505211,"domain_scores_codex":[0.9929882,0.005172545,0.0002408343,0.0002801707,0.0008971763,0.0004210677],"domain_scores_gemma":[0.9865654,0.004843852,0.002991478,0.000385154,0.00128656,0.00392764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0333969,0.05320228,0.5611929,0.001982504,0.001376769,0.0007914332,0.002427684,0.005804394,0.001973198,0.0004535094,0.002812736,0.3345857],"study_design_scores_gemma":[0.009575113,0.1711285,0.8053575,0.0003865,0.0008628363,0.0004960326,0.002527708,0.007520274,0.0007869283,0.0002941456,0.0009821578,0.00008230512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997957,0.0002556483,0.0001613262,0.0001945738,0.00001666356,0.0003652242,0.00006266101,0.00001240218,0.0009744344],"genre_scores_gemma":[0.9984406,0.0001508656,0.0009532793,0.00009836417,0.00002534367,0.0002081597,0.00005515963,0.000001959478,0.00006633151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008931899,"threshold_uncertainty_score":0.02539396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02521306466339652,"score_gpt":0.3800468399038646,"score_spread":0.3548337752404681,"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."}}