{"id":"W4320921451","doi":"10.1016/j.msard.2023.104578","title":"Vascular function and cognition in persons with multiple sclerosis: Preliminary examination","year":2023,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"National Multiple Sclerosis Society","keywords":"Medicine; Cognition; Arterial stiffness; Multiple sclerosis; Population; Internal medicine; Trail Making Test; Comorbidity; Cardiology; Physical therapy; Cognitive impairment; Blood pressure; Psychiatry","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"],"consensus_categories":[],"category_scores_codex":[0.0006735483,0.0003607025,0.0004637257,0.0006938064,0.0004587484,0.00007036637,0.00006849005,0.0002766449,0.00003716773],"category_scores_gemma":[0.0005255089,0.0002980962,0.0001035475,0.001123203,0.0004265848,0.0003364084,0.0001382519,0.0004785492,0.00003289301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007585413,"about_ca_system_score_gemma":0.00003795955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003311698,"about_ca_topic_score_gemma":0.0005681667,"domain_scores_codex":[0.9974327,0.0001962291,0.0004187386,0.0007782818,0.0005633995,0.000610668],"domain_scores_gemma":[0.9988339,0.0004178211,0.0001113124,0.0002795398,0.0001179454,0.0002394653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001942873,0.0009081379,0.7192743,0.0005867726,0.0007564069,0.00001444641,0.004812199,0.00065742,0.04589413,0.00002584438,0.0006706757,0.2244568],"study_design_scores_gemma":[0.01282808,0.0009541824,0.9454615,0.001078012,0.0002144403,0.000005437989,0.005625272,0.03309085,0.0001860772,0.00004202121,0.0001770072,0.0003371223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942234,0.002085851,0.00009953642,0.001047492,0.0001021077,0.001575747,0.00003292779,0.0003087798,0.0005241789],"genre_scores_gemma":[0.9831811,0.01566404,0.0001843884,0.00006279881,0.00002972939,0.0003997886,0.0002358559,0.00006935294,0.0001729555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2261872,"threshold_uncertainty_score":0.9999471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04080956677154136,"score_gpt":0.2447492424225868,"score_spread":0.2039396756510454,"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."}}