{"id":"W4409973608","doi":"10.33696/mentalhealth.5.037","title":"Substance Abuse and Psychosis","year":2025,"lang":"en","type":"article","venue":"Journal of Mental Health Disorders","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychosis; Psychiatry; Psychology; Substance abuse","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002057618,0.0000687771,0.0002027988,0.000152119,0.00008943331,0.000008809819,0.00004055112,0.00002166623,0.00002670812],"category_scores_gemma":[0.00000882855,0.00005044918,0.00006161767,0.0001543995,0.00004658718,0.00005718703,0.000003960847,0.0001567015,0.000002748592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001601401,"about_ca_system_score_gemma":0.0001830968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003521414,"about_ca_topic_score_gemma":0.0003936429,"domain_scores_codex":[0.9992263,0.00003245005,0.000259921,0.00007999808,0.0002219876,0.0001793621],"domain_scores_gemma":[0.9995241,0.00003168436,0.0001006762,0.00007849909,0.00003436267,0.0002307204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0200494,0.001786794,0.3898861,0.0006802227,0.0005226313,0.00004228066,0.002814994,0.000001181715,0.000102138,0.001167841,0.06913833,0.5138081],"study_design_scores_gemma":[0.02814581,0.003795318,0.9096065,0.001785994,0.00007276815,0.0002198246,0.002356518,0.00004996173,0.000266149,0.003391852,0.05017774,0.0001315482],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9297724,0.01868869,0.00005833169,0.05067316,0.0001963463,0.0002456045,0.000003771268,0.000005189023,0.0003565162],"genre_scores_gemma":[0.9552093,0.04036211,0.002227899,0.001832293,0.00002854364,0.000004395161,0.00000258783,0.000006227966,0.0003266589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5197204,"threshold_uncertainty_score":0.2057258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01391848841421905,"score_gpt":0.3593301705971901,"score_spread":0.345411682182971,"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."}}