{"id":"W4411883198","doi":"10.1186/s41927-025-00538-3","title":"Risk factors and predictive model for mild cognitive impairment in elderly patients with rheumatoid arthritis","year":2025,"lang":"en","type":"article","venue":"BMC Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rheumatoid arthritis; Medicine; Cognitive impairment; Cognition; Physical therapy; Internal medicine; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002091373,0.0002962032,0.0007580014,0.0004104552,0.0001950361,0.00003088593,0.0000856694,0.0001694874,0.00002050344],"category_scores_gemma":[0.0004553468,0.0002315338,0.00008813697,0.000215118,0.0003838265,0.0001480497,0.00006494326,0.0002857229,0.000003769425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006667976,"about_ca_system_score_gemma":0.0003322478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002879713,"about_ca_topic_score_gemma":0.001229232,"domain_scores_codex":[0.9980676,0.0001259159,0.0004730351,0.0005210814,0.0002260246,0.0005863546],"domain_scores_gemma":[0.9985231,0.000692179,0.0001322987,0.000207991,0.0002627771,0.0001816831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004087124,0.0004613324,0.9889645,0.0001296752,0.0002304806,0.000003216181,0.00135945,0.00004630533,0.000001713941,0.0006950687,0.0003140527,0.003707078],"study_design_scores_gemma":[0.03338018,0.002832122,0.9265264,0.002572588,0.00001467199,0.00003242387,0.001640741,0.02965532,0.0001335543,0.002800438,0.00009971277,0.0003118266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774582,0.004015354,0.01556551,0.0001058802,0.00007365964,0.002253483,0.0003267123,0.00006110565,0.0001401373],"genre_scores_gemma":[0.9801208,0.01787674,0.001204026,0.00004038123,0.000002036844,0.0004971858,0.0001751627,0.00003094842,0.00005266066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06243809,"threshold_uncertainty_score":0.9441675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092374557782427,"score_gpt":0.2619424183542244,"score_spread":0.2510186727764002,"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."}}