{"id":"W4322210710","doi":"10.31234/osf.io/hy2dj","title":"More than Words: Speech production in first episode psychosis predicts later social and vocational functioning.","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Text Readability and Simplification","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute; Lawson Health Research Institute; Western University","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Academic Medical Organization of Southwestern Ontario; McGill University; Chrysalis","keywords":"Psychology; Psychosis; Socioeconomic status; Schizophrenia (object-oriented programming); Vocational education; Psychosocial; Developmental psychology; Antipsychotic; Clinical psychology; Cognitive psychology; Psychiatry; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006064233,0.0002146282,0.000215462,0.0002577467,0.0002123797,0.0002708131,0.0004718124,0.0003014777,0.00001914682],"category_scores_gemma":[0.0001084971,0.0002104033,0.00006654761,0.0004244736,0.00009390158,0.0003581748,0.0005369763,0.0004369511,0.00004550752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001446569,"about_ca_system_score_gemma":0.00005861454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001071589,"about_ca_topic_score_gemma":0.004782463,"domain_scores_codex":[0.9978587,0.0000724218,0.000388235,0.001059399,0.0003844201,0.0002368183],"domain_scores_gemma":[0.998991,0.00007216297,0.0001463259,0.0006130111,0.0001222864,0.00005527633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008878763,0.000717602,0.7284422,0.0009523986,0.0001581618,0.00000755452,0.02193124,0.003789317,0.00008338836,0.0110323,0.03834743,0.1944496],"study_design_scores_gemma":[0.0001392345,0.00001736162,0.964807,0.0000819877,0.000009430299,0.000006898438,0.00009522979,0.01136447,0.0001725972,0.02190161,0.001143757,0.0002603881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7272189,0.000111684,0.1358535,0.1274857,0.00503207,0.001770767,0.00003363691,0.001334781,0.001158965],"genre_scores_gemma":[0.9863832,0.00005417129,0.01036692,0.0001090292,0.00053243,0.000293045,0.0001162637,0.00001861546,0.002126319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2591643,"threshold_uncertainty_score":0.858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04941969443484621,"score_gpt":0.2887150867011655,"score_spread":0.2392953922663193,"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."}}