{"id":"W3160932434","doi":"10.3390/jpm11080711","title":"Treatment Resistance: A Time-Based Approach for Early Identification in First Episode Psychosis","year":2021,"lang":"en","type":"article","venue":"Journal of Personalized Medicine","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University; Dalhousie University","funders":"Schulich School of Medicine and Dentistry; Canadian Institutes of Health Research; Central South University; Mach-Gaensslen Foundation of Canada; Lawson Health Research Institute","keywords":"Clozapine; Medicine; Prospective cohort study; Psychosis; Schizophrenia (object-oriented programming); Cohort; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008395295,0.0007151258,0.001039597,0.004327576,0.0008167151,0.001583131,0.00147554,0.0007679811,0.003170791],"category_scores_gemma":[0.01998782,0.0003683523,0.001173323,0.003222176,0.0004540879,0.001583826,0.0022102,0.001073007,0.0006842744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008737356,"about_ca_system_score_gemma":0.001225594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01076047,"about_ca_topic_score_gemma":0.01566439,"domain_scores_codex":[0.9944816,0.003046535,0.0005716198,0.0007013458,0.0008322126,0.0003666711],"domain_scores_gemma":[0.9899791,0.003263565,0.002979182,0.0009952441,0.002091844,0.0006910531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002285549,0.0006584735,0.9231596,0.0001868762,0.0002292203,0.0002747823,0.001800601,0.0009788469,0.001730399,0.000661806,0.001286461,0.0667474],"study_design_scores_gemma":[0.00006960217,0.00214568,0.9763638,0.0000776763,0.0001660477,0.0004565656,0.001665203,0.01521418,0.0009286446,0.000854919,0.001990575,0.00006722856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760402,0.0005596378,0.01420666,0.0004035439,0.00008740793,0.001531219,0.00156922,0.0002241387,0.005377908],"genre_scores_gemma":[0.9773785,0.0002100495,0.01787651,0.0001249259,0.00004304118,0.001230411,0.001124263,0.0000465186,0.001965746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01076047,"threshold_uncertainty_score":0.04439914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0388096719997511,"score_gpt":0.338523980510076,"score_spread":0.2997143085103249,"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."}}