{"id":"W2605982210","doi":"10.1017/s0033291717000435","title":"Antipsychotic treatment resistance in first-episode psychosis: prevalence, subtypes and predictors","year":2017,"lang":"en","type":"article","venue":"Psychological Medicine","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":287,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Medical Research Council; National Institute for Health and Care Research","keywords":"Antipsychotic; Psychosis; Medicine; Psychiatry; Schizophrenia (object-oriented programming); Clozapine; Cohort; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003413089,0.0003141206,0.0006195644,0.0001868588,0.0002761207,0.00003549625,0.0002579642,0.0001643567,0.0004471224],"category_scores_gemma":[0.0006450061,0.0001831483,0.00007677951,0.0001485484,0.0007826796,0.00009797643,0.00003985425,0.0002645149,0.00005173458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001117614,"about_ca_system_score_gemma":0.00000769402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001817615,"about_ca_topic_score_gemma":0.001923031,"domain_scores_codex":[0.9977742,0.00007342148,0.0004026105,0.0007978852,0.0004298658,0.0005219929],"domain_scores_gemma":[0.9980023,0.0001922368,0.0001426333,0.001119848,0.00005509998,0.0004878724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009727848,0.001274329,0.9636354,0.000163637,0.0001152181,0.0006025223,0.000187206,1.165634e-7,0.00005307826,0.0009029721,0.002942947,0.02039475],"study_design_scores_gemma":[0.01334174,0.00355137,0.9760119,0.0009184746,0.0001116691,0.00007515286,0.00002604042,0.00001222848,0.00003333942,0.002979901,0.002790403,0.0001477729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503979,0.008594871,0.00001364203,0.0277793,0.0003236908,0.0009844553,0.00001112614,0.00007478712,0.01182024],"genre_scores_gemma":[0.9844161,0.01135925,0.001218749,0.0002985372,0.0003101539,0.000239773,0.00001005065,0.00002022883,0.002127146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03401822,"threshold_uncertainty_score":0.7468572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05714932520682539,"score_gpt":0.3769762103597128,"score_spread":0.3198268851528875,"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."}}