{"id":"W3037835371","doi":"10.1038/s41598-020-67504-6","title":"Serum neurofilament light chain predicts long term clinical outcomes in multiple sclerosis","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":165,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Internal medicine; Biomarker; Multiple sclerosis; Cohort; Gastroenterology; Prospective cohort study; Expanded Disability Status Scale; Clinically isolated syndrome; Immunology","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":[],"consensus_categories":[],"category_scores_codex":[0.002566938,0.0002980765,0.0008256037,0.000263553,0.0002753928,0.0001921424,0.0002275373,0.0001299556,0.000183843],"category_scores_gemma":[0.006483026,0.0002334852,0.0003429379,0.0008608382,0.0004719863,0.0001897218,0.0005379196,0.0005436481,0.0001005454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001126362,"about_ca_system_score_gemma":0.0002516407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000030985,"about_ca_topic_score_gemma":0.0001272818,"domain_scores_codex":[0.9944353,0.00019749,0.001499736,0.001553545,0.001528941,0.0007849875],"domain_scores_gemma":[0.9972978,0.0002482926,0.000330376,0.001123171,0.0002290155,0.0007713661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007235546,0.0004288069,0.962723,0.000116024,0.00007570439,0.0013797,0.0006609008,0.000009674694,0.01798007,0.000001092959,0.01001294,0.006539707],"study_design_scores_gemma":[0.001563428,0.0002071484,0.9860567,0.0002158789,0.00003259562,0.00002715386,0.0000977484,0.0006607297,0.006930284,0.000009718299,0.004005087,0.0001935254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832072,0.0001654642,0.00003054735,0.01063828,0.003592252,0.001583581,0.000009610564,0.000178733,0.0005943417],"genre_scores_gemma":[0.9970575,0.0001060629,0.0003057817,0.0006999568,0.0002509404,0.00009515928,0.00003781359,0.00003861079,0.001408168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02333369,"threshold_uncertainty_score":0.952125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1638009963746324,"score_gpt":0.3555978557704167,"score_spread":0.1917968593957843,"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."}}