{"id":"W4290189473","doi":"10.31219/osf.io/dw79c","title":"Language Network Dysfunction and Formal Thought Disorder in schizophrenia","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Douglas Mental Health University Institute; Western University","funders":"CHIST-ERA; Universität Zürich; Fonds de Recherche du Québec - Santé; Agencia Nacional de Investigación y Desarrollo; Agenția Națională pentru Cercetare și Dezvoltare; McGill University","keywords":"Construct (python library); Schizophrenia (object-oriented programming); Thought disorder; Psychology; Underwriting; Feature (linguistics); Cognitive psychology; Interpersonal communication; Neuroscience; Computer science; Cognitive science; Cognition; Psychiatry; Linguistics; Social psychology; Finance","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":[0.001004523,0.0004384092,0.0002975514,0.0004784402,0.0002813624,0.0006258297,0.0002444987,0.0004140488,0.00370439],"category_scores_gemma":[0.001467809,0.0001142576,0.0002197381,0.0002815564,0.001286829,0.0004620133,0.0007965697,0.000553001,0.0001546079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008646008,"about_ca_system_score_gemma":0.001086583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002474202,"about_ca_topic_score_gemma":0.003561052,"domain_scores_codex":[0.9997771,0.00008729762,0.00001938533,0.00003091788,0.00005325831,0.00003191443],"domain_scores_gemma":[0.9994383,0.000186934,0.0002068208,0.00004135819,0.00003738697,0.00008908256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01045034,0.0004650494,0.3406006,0.007895442,0.001673554,0.02033147,0.008261944,0.005524595,0.1446125,0.08185806,0.01306811,0.3652583],"study_design_scores_gemma":[0.0002723378,0.001313806,0.8175054,0.001984776,0.0005122689,0.0182546,0.002924826,0.002024698,0.01104707,0.1180004,0.02605856,0.0001013011],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9132264,0.0551034,0.006150132,0.007738902,0.0003193669,0.00009300522,0.001713065,0.0001428133,0.01551282],"genre_scores_gemma":[0.9809425,0.01477695,0.001811348,0.0003119763,0.00007615407,0.00004773733,0.0004906087,0.00001434404,0.001528446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00370439,"threshold_uncertainty_score":0.01239246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0139344211948961,"score_gpt":0.289419407683165,"score_spread":0.2754849864882689,"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."}}