{"id":"W4389685133","doi":"10.1177/13524585231214360","title":"A multicenter pilot study evaluating simplified central vein assessment for the diagnosis of multiple sclerosis","year":2023,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"National Institute of Neurological Disorders and Stroke; Sanofi Genzyme; National Institutes of Health; MedDay Pharmaceuticals; Genentech; Multiple Sclerosis Society; Horizon Therapeutics; Kiniksa Pharmaceuticals; National Institute of Mental Health; NGM Biopharmaceuticals; Race to Erase MS; TG Therapeutics; Alexion Pharmaceuticals; Vertex Pharmaceuticals; Biogen; Celgene; Greenwich Biosciences; EMD Serono; University of Pennsylvania; Sanofi; Bristol-Myers Squibb; Patient-Centered Outcomes Research Institute; Atara Biotherapeutics","keywords":"Medicine; Multiple sclerosis; Fluid-attenuated inversion recovery; McDonald criteria; Magnetic resonance imaging; Receiver operating characteristic; Radiology; Nuclear medicine; Multicenter study; Internal medicine; Randomized controlled trial","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0143542,0.001001048,0.0006981861,0.0005153617,0.0005729072,0.0007775238,0.0005069553,0.0007584062,0.0009257972],"category_scores_gemma":[0.02194329,0.0004193638,0.0005786094,0.0003343468,0.0008184392,0.0008423056,0.0008073793,0.000797393,0.0004028645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004235152,"about_ca_system_score_gemma":0.0007495204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001122895,"about_ca_topic_score_gemma":0.001362624,"domain_scores_codex":[0.9932731,0.004848026,0.000333889,0.0007088363,0.0006239134,0.0002121556],"domain_scores_gemma":[0.9811321,0.006085109,0.004288836,0.00206247,0.00451308,0.001918311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03388422,0.009745015,0.9123825,0.0002246097,0.0007199105,0.0005024596,0.00323685,0.0006825094,0.01086974,0.0001307241,0.0008614573,0.02676002],"study_design_scores_gemma":[0.004505394,0.1147435,0.8699226,0.00005551501,0.0003734056,0.00144342,0.0007723478,0.004213799,0.002386296,0.0001274239,0.001392507,0.00006369249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982784,0.00008114845,0.0006992332,0.00003673448,0.00002074253,0.0005760884,0.0000833753,0.00001494144,0.0002094442],"genre_scores_gemma":[0.9967193,0.00004703402,0.002333541,0.00006636865,0.000046393,0.0004630198,0.0002244775,0.00000698627,0.00009289283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0143542,"threshold_uncertainty_score":0.07591319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3770258864573576,"score_gpt":0.4187380338343337,"score_spread":0.04171214737697609,"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."}}