{"id":"W4409684240","doi":"10.1186/s12888-025-06805-4","title":"Factors associated with cognitive impairment for people with mental health disorders: screening from general hospitals and an emergency care unit in Brazil","year":2025,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Cognitive impairment; Psychiatry; Unit (ring theory); Mental health; Cognition; Psychology; Medicine; Mental health care; Gerontology; Clinical psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.00008033536,0.0002241602,0.0003519316,0.0001556358,0.0001928744,0.00002117388,0.00005319178,0.00005786495,0.00003312384],"category_scores_gemma":[0.00002055624,0.0001544009,0.00005513733,0.0003163317,0.00003742071,0.00009352163,0.00002548121,0.0001318945,3.643106e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009817923,"about_ca_system_score_gemma":0.0007625487,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002297366,"about_ca_topic_score_gemma":0.2431561,"domain_scores_codex":[0.998701,0.0000784998,0.0002090913,0.0003980341,0.0002330042,0.0003803188],"domain_scores_gemma":[0.9994315,0.00004201606,0.0000829143,0.0001489277,0.0000705619,0.0002241052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005164001,0.0005935965,0.9904799,0.00009950058,0.0003309747,4.050827e-7,0.001626457,0.000002837507,0.000001122422,0.00009801005,0.0001924733,0.001410736],"study_design_scores_gemma":[0.01710837,0.003977211,0.9608874,0.0005881138,0.00009787307,4.036037e-7,0.01675674,0.0001237019,0.00001189413,0.0002906268,0.000005655916,0.0001520469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926592,0.002706363,0.0005687872,0.001317764,0.0001278015,0.001944026,0.0005800396,0.00004299327,0.00005300937],"genre_scores_gemma":[0.991758,0.00008694746,0.005489235,0.000111676,0.00004978539,0.0001763909,0.002230779,0.00002711633,0.00007010191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2408588,"threshold_uncertainty_score":0.7706543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02362370846118646,"score_gpt":0.346796990336502,"score_spread":0.3231732818753155,"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."}}