{"id":"W4410513232","doi":"10.3899/jrheum.2025-0390.pv043","title":"FACTORS INFLUENCING SUBJECTIVE MENTAL ALTERATIONS: UNRAVELING THE LUPUS BRAIN FOG","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Systemic lupus erythematosus; Pathology; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0006258881,0.0003687228,0.0003713368,0.0009838823,0.0003101693,0.0008485419,0.0003061438,0.0004193162,0.00198115],"category_scores_gemma":[0.001690482,0.0001318427,0.0003525179,0.0007058498,0.000318291,0.0007066348,0.0004823021,0.0005549203,0.0001729341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001952835,"about_ca_system_score_gemma":0.0003113986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001437597,"about_ca_topic_score_gemma":0.002144951,"domain_scores_codex":[0.9997368,0.0001232052,0.00002221013,0.00003584552,0.00004029275,0.00004170238],"domain_scores_gemma":[0.9992267,0.0002148035,0.0003237686,0.00003285009,0.00008395654,0.0001178675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001398985,0.0001209043,0.9845502,0.00009481309,0.00005809748,0.0003499666,0.0004025821,0.00003778114,0.0003685421,0.0001035924,0.0003120427,0.01346161],"study_design_scores_gemma":[0.000004966297,0.0001994985,0.9974039,0.0000544471,0.00003928295,0.0005445561,0.0007232749,0.000330728,0.00005724533,0.0001685016,0.0004668137,0.000006671758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934216,0.003857609,0.0004560661,0.0006219023,0.00002748542,0.00003494415,0.0002152601,0.000005654731,0.00135945],"genre_scores_gemma":[0.9980305,0.0009601401,0.0004825503,0.0001072085,0.00009348958,0.00001742842,0.0001361216,0.0000013705,0.0001712421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00198115,"threshold_uncertainty_score":0.00662756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02655596661915417,"score_gpt":0.3249015817120466,"score_spread":0.2983456150928925,"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."}}