{"id":"W4401799250","doi":"10.1016/j.msard.2024.105838","title":"Does serum neurofilament light chain measurement influence therapeutic decisions in multiple sclerosis?","year":2024,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Roche España","keywords":"Multiple sclerosis; Medicine; Immunoglobulin light chain; Immunology; Neuroscience; Antibody","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":[0.008644791,0.0003977777,0.001067451,0.0008137247,0.0005955027,0.001986919,0.0006610448,0.001645457,0.001597395],"category_scores_gemma":[0.04781416,0.000258667,0.0007135838,0.00200548,0.00083814,0.001348968,0.0004028082,0.001270498,0.0004158556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005823541,"about_ca_system_score_gemma":0.001126486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004739697,"about_ca_topic_score_gemma":0.006900658,"domain_scores_codex":[0.9936956,0.004310003,0.0006172993,0.0004319741,0.0005828993,0.0003622747],"domain_scores_gemma":[0.9618247,0.02673268,0.006304002,0.001359477,0.002550696,0.001228457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001609255,0.0001720312,0.9828534,0.00008036753,0.0005616166,0.00007723837,0.0001998206,0.00009932056,0.0001301273,0.00009350515,0.0005756625,0.01354781],"study_design_scores_gemma":[0.0001437818,0.0008935345,0.9915591,0.0001885032,0.001210922,0.0002832952,0.0007294276,0.001087528,0.0004367284,0.0007523249,0.002688202,0.00002661912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735173,0.01519803,0.0005770921,0.004703136,0.0003950366,0.00002950408,0.0004526844,0.00001255668,0.005114621],"genre_scores_gemma":[0.9967976,0.001569071,0.0003233806,0.0006660118,0.0002778688,0.00001189642,0.000137774,0.000004959497,0.0002114652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008644791,"threshold_uncertainty_score":0.04571855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06777445580225774,"score_gpt":0.2766102397854492,"score_spread":0.2088357839831914,"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."}}