{"id":"W4387077338","doi":"10.1001/jamapsychiatry.2023.3582","title":"Transition to Schizophrenia Spectrum Disorder Following Emergency Department Visits Due to Substance Use With and Without Psychosis","year":2023,"lang":"en","type":"article","venue":"JAMA Psychiatry","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; University of Waterloo; Western University; Ottawa Hospital; Bruyère; University of Ottawa","funders":"","keywords":"Psychosis; Psychiatry; Population; Schizophrenia (object-oriented programming); Medicine; Emergency department; Hazard ratio; Substance abuse; Retrospective cohort study; Cohort; Psychology; Internal medicine; Environmental health; Confidence interval","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":[0.000176535,0.0003123053,0.0003792965,0.0003712888,0.0002132425,0.0000821022,0.00009861535,0.00008730868,0.00008496539],"category_scores_gemma":[0.00002700199,0.0002452107,0.0001334603,0.001293306,0.00001582137,0.0002201968,0.00002580477,0.0002034245,0.0002957883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007212788,"about_ca_system_score_gemma":0.0001074993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001406234,"about_ca_topic_score_gemma":0.009940663,"domain_scores_codex":[0.997727,0.00004946402,0.000315322,0.0006848291,0.0006038587,0.0006194952],"domain_scores_gemma":[0.9986649,0.00002279573,0.00004302655,0.0004945052,0.00005060965,0.0007242276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02610151,0.0006034082,0.9460889,0.0001237858,0.0006735805,0.0002097055,0.0008231354,0.00005668896,0.0003131834,0.0008484476,0.01180089,0.01235673],"study_design_scores_gemma":[0.009399689,0.00167197,0.9854307,0.0003824345,0.0001963724,0.00007224839,0.0002219675,0.0000901458,0.0001924326,0.0009942864,0.001005398,0.0003423477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9497575,0.0004519004,0.001063813,0.04641509,0.0005494542,0.001395226,0.00005342265,0.0002240714,0.00008952105],"genre_scores_gemma":[0.975228,0.0001559212,0.02265445,0.0008014964,0.0003098608,0.0003443551,0.00008213651,0.00007214469,0.0003516056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04561359,"threshold_uncertainty_score":0.9999403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01473237303727212,"score_gpt":0.2891197266713436,"score_spread":0.2743873536340714,"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."}}