{"id":"W2936089133","doi":"10.1093/schbul/sbz022.055","title":"14.2 INDIVIDUALIZED IDENTIFICATION AND TREATMENT RESPONSE PREDICTION OF FIRST-EPISODE DRUG-NAÏVE SCHIZOPHRENIA USING BRAIN FUNCTIONAL CONNECTIVITY: FROM SMALL TO BIG DATA","year":2019,"lang":"en","type":"article","venue":"Schizophrenia Bulletin","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Schizophrenia (object-oriented programming); Risperidone; Antipsychotic; Medicine; Drug-naïve; Cohort; Psychiatry; Confounding; Diagnosis of schizophrenia; Internal medicine; Psychology; Psychosis; Drug","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001403405,0.0003303668,0.0004773376,0.0006118605,0.0002066643,0.0006952606,0.0003247444,0.0003928763,0.001410809],"category_scores_gemma":[0.002959791,0.0001949958,0.0004502295,0.0004048715,0.0002597272,0.0003818474,0.0003185521,0.0003804786,0.0002045724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003584295,"about_ca_system_score_gemma":0.0004917005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00240819,"about_ca_topic_score_gemma":0.005875629,"domain_scores_codex":[0.9996014,0.0001969223,0.00003185176,0.00009025203,0.0000492984,0.00003030052],"domain_scores_gemma":[0.9987352,0.0005687856,0.0003469835,0.0001459523,0.0001124983,0.00009052969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001754245,0.0002893441,0.8233284,0.0002916929,0.0006954899,0.0004607334,0.0002120456,0.009754177,0.009092591,0.001255814,0.004019073,0.1488464],"study_design_scores_gemma":[0.0001294528,0.0005549647,0.8993264,0.0001241141,0.0003882417,0.0005103571,0.0002063392,0.08538189,0.003439924,0.006749986,0.003141051,0.00004729237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737598,0.001171104,0.01668208,0.001275934,0.00004733611,0.0001043098,0.004519845,0.0001416687,0.00229792],"genre_scores_gemma":[0.9883685,0.00038321,0.00863943,0.0001186558,0.00003936349,0.00009108288,0.001818327,0.00001410486,0.0005274983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00240819,"threshold_uncertainty_score":0.00742203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08639424937260938,"score_gpt":0.2664409682599198,"score_spread":0.1800467188873104,"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."}}