{"id":"W4353021600","doi":"10.1093/schbul/sbac211","title":"Language and Psychosis: Tightening the Association","year":2023,"lang":"en","type":"article","venue":"Schizophrenia Bulletin","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute; Western University","funders":"Canadian Medical Association; Janssen Canada; University of Oxford; Fonds de Recherche du Québec - Santé; Sunovion","keywords":"Psychosis; Association (psychology); Psychology; Psychiatry; Cognitive psychology; Psychotherapist","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":[0.008720234,0.0008170537,0.001814978,0.005852818,0.001865596,0.0061207,0.001368395,0.003193445,0.02128081],"category_scores_gemma":[0.02388342,0.0004980246,0.001305452,0.003837433,0.002998744,0.009480984,0.01053993,0.005950262,0.001820914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001127403,"about_ca_system_score_gemma":0.002457428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002752272,"about_ca_topic_score_gemma":0.004055651,"domain_scores_codex":[0.9965079,0.001567234,0.0003714674,0.000744624,0.0005088953,0.0002997596],"domain_scores_gemma":[0.9658765,0.02640645,0.002200063,0.00149881,0.00231995,0.001698307],"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":[0.0008722052,0.0001658307,0.05322186,0.001846193,0.001429778,0.001215999,0.005638764,0.0006839171,0.002190046,0.05525367,0.2458709,0.6316108],"study_design_scores_gemma":[0.0001140302,0.0004227777,0.1554372,0.00480451,0.00142006,0.003207564,0.006368919,0.002359646,0.0008959603,0.2321454,0.5926039,0.0002200411],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04823502,0.3721581,0.01642511,0.4725363,0.0617547,0.00007620324,0.001427201,0.0004462589,0.02694105],"genre_scores_gemma":[0.3156746,0.3553261,0.01965065,0.06791896,0.2218031,0.0002470911,0.002054589,0.0009692276,0.01635574],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02128081,"threshold_uncertainty_score":0.07119137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01336334995006476,"score_gpt":0.2814714530461944,"score_spread":0.2681081030961296,"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."}}