{"id":"W4393989530","doi":"10.1177/20552173241238627","title":"Subclinical atherosclerosis in multiple sclerosis","year":2024,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal - Experimental Translational and Clinical","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Multiple Sclerosis Society of Canada; European Genomic Institute for Diabetes","keywords":"Medicine; Subclinical infection; Multiple sclerosis; Internal medicine; Logistic regression; Framingham Risk Score; Cardiology; Odds ratio; Disease; Immunology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002401687,0.0006047803,0.001177049,0.0004875697,0.0005406973,0.0004304702,0.0003030897,0.0004661938,0.0006483319],"category_scores_gemma":[0.0009933684,0.000498966,0.001046185,0.0006673093,0.000981342,0.0006681139,0.0001757624,0.00203612,0.0001510886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002323461,"about_ca_system_score_gemma":0.0002794431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001029799,"about_ca_topic_score_gemma":0.0001196291,"domain_scores_codex":[0.9936361,0.000506697,0.00236405,0.001171046,0.001375586,0.0009465264],"domain_scores_gemma":[0.9948866,0.003390539,0.0001679329,0.0003624168,0.0001911747,0.001001306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002348307,0.00351486,0.8319783,0.0001492967,0.000753417,0.00009650378,0.001309922,0.00004464924,0.09999002,0.0003049022,0.001425764,0.05808411],"study_design_scores_gemma":[0.01177912,0.001091263,0.9616646,0.00195931,0.0001268291,0.0001356938,0.0007556018,0.01520036,0.003945104,0.0001818021,0.002598056,0.0005623095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804724,0.0101492,0.0004386495,0.006358248,0.001023135,0.0008978361,0.0001140218,0.0001839136,0.0003626305],"genre_scores_gemma":[0.9819027,0.01158863,0.004354734,0.0005612019,0.001190681,0.0001103245,0.0000490757,0.0001100483,0.0001325861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1296863,"threshold_uncertainty_score":0.9997462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2987553641126069,"score_gpt":0.4099666718416961,"score_spread":0.1112113077290892,"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."}}