{"id":"W4414208021","doi":"10.1192/j.eurpsy.2025.211","title":"Assessing CIAS in clinical routine","year":2025,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychopathology; Cognition; Cognitive impairment; Schizophrenia (object-oriented programming); Risperidone; Bipolar disorder; Cognitive Assessment System","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01136899,0.00113664,0.001206934,0.005095038,0.001355551,0.002445609,0.002077484,0.001232771,0.008015678],"category_scores_gemma":[0.04510698,0.0004676426,0.0006948145,0.003067618,0.000858276,0.001436359,0.002764806,0.001826003,0.006180574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002283136,"about_ca_system_score_gemma":0.00333396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006596037,"about_ca_topic_score_gemma":0.006282188,"domain_scores_codex":[0.9861994,0.004680068,0.002699795,0.001599319,0.003862748,0.0009587168],"domain_scores_gemma":[0.9779267,0.004555738,0.004069778,0.00135315,0.009524425,0.002570238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001371534,0.00161706,0.4958786,0.002398335,0.0001904041,0.00393395,0.006039531,0.000799251,0.002135676,0.001995067,0.09559519,0.3880453],"study_design_scores_gemma":[0.000392923,0.002266119,0.8335863,0.005901438,0.0002731113,0.01552413,0.008938887,0.004642467,0.003966832,0.006317775,0.1178983,0.0002917751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.739146,0.03639759,0.02685078,0.0150087,0.002326249,0.01002175,0.01820553,0.004042961,0.1480003],"genre_scores_gemma":[0.9280857,0.009782972,0.03992057,0.004229488,0.001056375,0.005262929,0.006527174,0.0002237935,0.00491091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01136899,"threshold_uncertainty_score":0.06012571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02908265353428785,"score_gpt":0.3917061041453633,"score_spread":0.3626234506110755,"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."}}