{"id":"W2091918756","doi":"10.1176/pn.43.3.0002","title":"Psychiatrists Gain Tools to Help Predict Conversion to Psychosis","year":2008,"lang":"en","type":"article","venue":"Psychiatric News","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prodrome; Paranoia; Psychiatry; Psychosis; Schizophrenia (object-oriented programming); Predictive power; Psychology; Substance abuse; Clinical psychology; Medicine","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":[0.002234755,0.001063498,0.0005945907,0.004403596,0.001025076,0.00324718,0.0006818856,0.002221903,0.1264863],"category_scores_gemma":[0.02467174,0.0005325177,0.000740801,0.00182775,0.0004216081,0.003383584,0.001885973,0.002865741,0.1221545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000793083,"about_ca_system_score_gemma":0.001331216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003768405,"about_ca_topic_score_gemma":0.007582374,"domain_scores_codex":[0.9981371,0.0003901731,0.0001721323,0.0001039852,0.0009655495,0.0002309852],"domain_scores_gemma":[0.9930845,0.001751154,0.001045846,0.0004483545,0.002386933,0.001283227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004748576,0.0001147593,0.01050341,0.00009423249,0.00001333598,0.0001506548,0.00009628931,0.00002562605,0.00006220522,0.0002354702,0.7731953,0.2154612],"study_design_scores_gemma":[0.0002480767,0.0003754807,0.07281294,0.002296544,0.00008144327,0.002021219,0.001749418,0.0002593879,0.000502811,0.005182184,0.9143668,0.0001036849],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01740747,0.02463626,0.005144278,0.3026921,0.0206398,0.0009134318,0.01462687,0.007751471,0.6061882],"genre_scores_gemma":[0.244465,0.08958903,0.03801164,0.1675306,0.03682812,0.001838814,0.0245961,0.002199345,0.3949415],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1264863,"threshold_uncertainty_score":0.4231389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04749045208613959,"score_gpt":0.2761911068000784,"score_spread":0.2287006547139388,"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."}}