{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001208966,0.0004854847,0.0002621976,0.0005801119,0.0003011585,0.0007112676,0.0002549877,0.000421804,0.003388685],"category_scores_gemma":[0.006415816,0.0002076707,0.0003873895,0.0002925257,0.0003360302,0.0004637058,0.0005673427,0.0004783376,0.0004506922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004312422,"about_ca_system_score_gemma":0.0003523469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004382634,"about_ca_topic_score_gemma":0.003951083,"domain_scores_codex":[0.9996164,0.0001208259,0.00003246641,0.0001165616,0.00006968676,0.00004406958],"domain_scores_gemma":[0.9973704,0.001438158,0.0007629034,0.0001202051,0.0001249114,0.000183372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007581076,0.00006806905,0.975662,0.00004509132,0.000110256,0.0001629981,0.0003702513,0.001854601,0.002708747,0.00009427965,0.0001664047,0.01799918],"study_design_scores_gemma":[0.000007818708,0.0001521881,0.9851454,0.00002865539,0.00005515875,0.0003339735,0.0002259879,0.01264247,0.0005369137,0.0007043927,0.0001570482,0.000009990013],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982931,0.0001383338,0.0009228774,0.00006759556,0.000007420901,0.00001041755,0.0002146694,0.00001361722,0.0003319858],"genre_scores_gemma":[0.9991266,0.00004206273,0.0003365376,0.000008030928,0.00000408917,0.000008601725,0.0002486438,0.000003344451,0.0002221043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004382634,"threshold_uncertainty_score":0.01133627,"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."}}