{"id":"W3158022601","doi":"10.1002/hbm.25453","title":"Abnormal prediction error processing in schizophrenia and depression","year":2021,"lang":"en","type":"review","venue":"Human Brain Mapping","topic":"Mental Health Research Topics","field":"Psychology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Insula; Schizophrenia (object-oriented programming); Psychology; Depression (economics); Posterior cingulate; Prefrontal cortex; Anterior cingulate cortex; Mean squared prediction error; Neuroscience; Audiology; Psychiatry; Cortex (anatomy); Medicine; Cognition; Machine learning; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008434766,0.000289248,0.000842491,0.0005595557,0.0002601398,0.00007625096,0.0001963257,0.0003935343,0.001127643],"category_scores_gemma":[0.0001117906,0.0002782846,0.00008617615,0.0003910416,0.00007311747,0.00009681617,0.0002136631,0.0009074098,0.00007090646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001688725,"about_ca_system_score_gemma":0.0001488767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000485148,"about_ca_topic_score_gemma":0.0000509768,"domain_scores_codex":[0.9972132,0.000699088,0.0006637386,0.0006623766,0.0002441651,0.0005174263],"domain_scores_gemma":[0.9991028,0.0001092177,0.0002552897,0.0003488705,0.00002609448,0.0001577757],"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":[0.000004292041,0.00004612379,0.0002252041,0.01625409,0.00001518679,0.0001158824,0.0005733546,6.527272e-8,0.000003072062,0.0004351933,0.001904413,0.9804232],"study_design_scores_gemma":[0.0005518594,0.00002662431,0.006495201,0.03841867,0.00002381537,0.0001112169,0.0002801594,0.0000183463,3.643499e-8,0.00005725526,0.9537854,0.0002314466],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002746976,0.981479,0.00007854816,0.00003092631,0.0002375211,0.000944883,0.000009932775,0.00007959012,0.0168649],"genre_scores_gemma":[0.0003141492,0.9816892,0.0005981106,0.0001156707,0.0009040763,0.0005751731,0.0002415882,0.0001770493,0.01538499],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9801917,"threshold_uncertainty_score":0.9999669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1983386141781557,"score_gpt":0.4733347973330277,"score_spread":0.274996183154872,"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."}}