{"id":"W3198881445","doi":"10.1038/s41537-021-00172-1","title":"More than a biomarker: could language be a biosocial marker of psychosis?","year":2021,"lang":"en","type":"review","venue":"Schizophrenia","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"Schulich School of Medicine and Dentistry; Canadian Institutes of Health Research; Government of Canada; Chrysalis","keywords":"Biosocial theory; Biomarker; Psychosis; Psychology; Computational biology; Biology; Psychiatry; Genetics; Psychoanalysis","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":[0.00133789,0.0007368416,0.002143966,0.00289411,0.0003345799,0.002104622,0.0008883085,0.001591317,0.003734955],"category_scores_gemma":[0.00261667,0.0002507821,0.00085041,0.002011601,0.001280163,0.002004716,0.00101581,0.001976417,0.001540757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009511798,"about_ca_system_score_gemma":0.002108839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002567713,"about_ca_topic_score_gemma":0.003401384,"domain_scores_codex":[0.999644,0.0001291498,0.00005492054,0.00006504776,0.0000828432,0.00002403927],"domain_scores_gemma":[0.9987711,0.000892272,0.0001070575,0.00003323692,0.0001578159,0.00003857574],"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":[0.00007343051,0.00003880514,0.0005835553,0.02923814,0.000285266,0.0002276634,0.0001974207,0.0001600092,0.0004415011,0.009559643,0.01398355,0.9452111],"study_design_scores_gemma":[0.00003218374,0.0001132534,0.004617597,0.04288641,0.00066074,0.002907217,0.0005914462,0.0001373366,0.0005053391,0.01322783,0.9342457,0.00007496171],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008040456,0.9985188,0.00008451694,0.000652048,0.0001053757,0.00000231232,0.00002271008,0.000003532565,0.0005303606],"genre_scores_gemma":[0.001253636,0.9978979,0.000168534,0.0003043969,0.0001190944,0.000006975153,0.00003069995,0.000001628671,0.0002170683],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003734955,"threshold_uncertainty_score":0.01249462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08029938722764432,"score_gpt":0.369421927597879,"score_spread":0.2891225403702347,"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."}}