{"id":"W4353018225","doi":"10.1093/schbul/sbac215","title":"Natural Language Processing Markers for Psychosis and Other Psychiatric Disorders: Emerging Themes and Research Agenda From a Cross-Linguistic Workshop","year":2023,"lang":"en","type":"article","venue":"Schizophrenia Bulletin","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute; Western University; Université Laval","funders":"Social Sciences and Humanities Research Council of Canada; Aarhus Universitets Forskningsfond; Consejo Mexiquense de Ciencia y Tecnología; Consejo Nacional de Ciencia y Tecnología; National Institute of Mental Health; Aarhus Universitet; John Templeton Foundation","keywords":"Psychosis; Psychology; Psychiatry; Natural (archaeology); Linguistics; History","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":[0.0006224767,0.0002387519,0.0002277423,0.0003189131,0.0007052697,0.0002820191,0.0003122257,0.0001205875,0.0001135388],"category_scores_gemma":[0.002268402,0.0002007802,0.00007405477,0.0006417165,0.0004449741,0.00004815046,0.0001877658,0.0004581335,0.00005001353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001031775,"about_ca_system_score_gemma":0.00003010472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000127054,"about_ca_topic_score_gemma":0.0001104212,"domain_scores_codex":[0.9977098,0.0002235022,0.0002772698,0.0009165801,0.000253708,0.0006191925],"domain_scores_gemma":[0.9981343,0.001348802,0.00009630058,0.0002803563,0.00004594592,0.00009435195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01096175,0.0004359207,0.01355512,0.001143039,0.0001429119,0.0008002736,0.05553442,0.00001779365,0.2755343,0.0008058491,0.0563871,0.5846815],"study_design_scores_gemma":[0.03812885,0.001771397,0.02959835,0.002247872,0.0004996691,0.0006555563,0.03956953,0.01586715,0.04084844,0.05205268,0.7712398,0.007520751],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889643,0.005711662,0.00001431746,0.003613524,0.0005136326,0.000498489,0.0000881316,0.0002361969,0.0003597952],"genre_scores_gemma":[0.9954628,0.0002076913,0.00149104,0.001036607,0.0005080305,0.00008232339,0.00001350715,0.00006150324,0.001136526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7148526,"threshold_uncertainty_score":0.8187579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04524735073747185,"score_gpt":0.3794765325835388,"score_spread":0.334229181846067,"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."}}