{"id":"W4402288582","doi":"10.1177/13524585241271988","title":"Diagnostic performance of central vein sign versus oligoclonal bands for multiple sclerosis","year":2024,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"National Center for Advancing Translational Sciences; National Institute of Neurological Disorders and Stroke; Sanofi Genzyme; EMD Serono; National Institutes of Health; Idorsia Pharmaceuticals; Genentech; Multiple Sclerosis Society; Horizon Therapeutics; National Institute of Mental Health; Race to Erase MS; TG Therapeutics; Alexion Pharmaceuticals; Sanofi; Atara Biotherapeutics; Celgene; Biogen; MedDay Pharmaceuticals; GlaxoSmithKline; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Multiple sclerosis; Cerebrospinal fluid; Biomarker; Medicine; Sign (mathematics); Pathology; Central nervous system disease; Internal medicine; Immunology; Chemistry","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":[0.006533648,0.0006947215,0.0008144218,0.002148048,0.0002075648,0.001164839,0.0006854603,0.0008087507,0.001747074],"category_scores_gemma":[0.01830418,0.0002259308,0.000630476,0.0006618163,0.0006721081,0.000825508,0.0007342419,0.0005090075,0.0004220569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004545648,"about_ca_system_score_gemma":0.000285923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009242613,"about_ca_topic_score_gemma":0.001845396,"domain_scores_codex":[0.9967363,0.001307673,0.0003282131,0.0004839409,0.0009693012,0.0001744918],"domain_scores_gemma":[0.9798248,0.008609011,0.006827553,0.0009184533,0.002769329,0.001050937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003017047,0.0001340599,0.9709523,0.0002320761,0.0005091337,0.0001165474,0.0001086136,0.0007211496,0.003649445,0.00005167627,0.0003227282,0.02018534],"study_design_scores_gemma":[0.0001156277,0.00244092,0.9836832,0.0001542673,0.000390896,0.001908154,0.0001490938,0.006619208,0.003550291,0.0002805311,0.0006686538,0.00003923987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953523,0.002422583,0.000710214,0.00009742494,0.00003642116,0.00004104105,0.0002410799,0.00002961945,0.00106932],"genre_scores_gemma":[0.9982041,0.0002065965,0.001252337,0.00002533182,0.00003422293,0.00001256327,0.0001852967,0.000003263942,0.00007628697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006533648,"threshold_uncertainty_score":0.03455365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337807606457055,"score_gpt":0.3104973616398545,"score_spread":0.176716600994149,"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."}}