{"id":"W3127248578","doi":"10.1177/1352458521993066","title":"Serum neurofilament light in MS: The first true blood-based biomarker?","year":2021,"lang":"en","type":"review","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Multiple sclerosis; Medicine; Biomarker; Lumbar puncture; Cerebrospinal fluid; Biomarker discovery; Expert opinion; Oncology; Intensive care medicine; Internal medicine; Immunology; Proteomics","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":[0.001617881,0.0007173924,0.002378277,0.002384383,0.000220238,0.001311161,0.0008818296,0.001336013,0.002479463],"category_scores_gemma":[0.003875174,0.0003056233,0.0009086356,0.002263139,0.0004966034,0.00155233,0.0006067812,0.001598254,0.0009601261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006530953,"about_ca_system_score_gemma":0.001980591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001690596,"about_ca_topic_score_gemma":0.002527369,"domain_scores_codex":[0.9994777,0.0001490993,0.0001217011,0.00007086546,0.0001496977,0.00003107487],"domain_scores_gemma":[0.9984731,0.0009568909,0.0001810736,0.00003804122,0.0003077831,0.00004308975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001639114,0.0000314,0.0003366319,0.08335732,0.000502205,0.0001242067,0.00007771752,0.0001706131,0.0007952151,0.002633084,0.02517637,0.8866314],"study_design_scores_gemma":[0.0000562429,0.0001825081,0.002781365,0.07509605,0.001551496,0.001404091,0.0001900915,0.0001425967,0.0006566698,0.003883213,0.9140128,0.0000428022],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004123773,0.9993672,0.00004122967,0.0002831398,0.0001167559,0.000002283467,0.00001175653,0.000002201984,0.000134295],"genre_scores_gemma":[0.0004768079,0.9990037,0.000120462,0.0001928791,0.00008500778,0.000005016997,0.00001428573,8.615456e-7,0.0001009932],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002479463,"threshold_uncertainty_score":0.008556247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2015667470640221,"score_gpt":0.355650558478286,"score_spread":0.1540838114142639,"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."}}