{"id":"W2164267257","doi":"10.1177/1352458509359725","title":"Neurofilament light as a prognostic marker in multiple sclerosis","year":2010,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":189,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Biogen; IC Design Education Center; Ministère de la Santé et des Services sociaux; Sanofi","keywords":"Multiple sclerosis; Neurofilament; Medicine; Cerebrospinal fluid; Confidence interval; Odds ratio; Internal medicine; Lumbar puncture; Pathology; Amyotrophic lateral sclerosis; Central nervous system disease; Gastroenterology; Disease; Immunology; Immunohistochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001048646,0.0004354,0.0003011482,0.0008174918,0.0002777578,0.0004506031,0.0003044002,0.0005273299,0.0006841534],"category_scores_gemma":[0.00436577,0.0001812336,0.0002156846,0.0006425446,0.0003561139,0.000426471,0.0003222832,0.0004648201,0.00022215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001576177,"about_ca_system_score_gemma":0.0002220957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008533245,"about_ca_topic_score_gemma":0.0008181039,"domain_scores_codex":[0.9996258,0.0001694626,0.00003009868,0.0000525817,0.00007454732,0.00004739036],"domain_scores_gemma":[0.9972245,0.0009593894,0.001035548,0.0001185625,0.0002353683,0.0004267232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004764983,0.00001802929,0.9946848,0.000010554,0.00002750841,0.00019258,0.00002009424,0.0001007373,0.0004945244,0.000008543385,0.00005386347,0.003912473],"study_design_scores_gemma":[0.00001618009,0.0003129014,0.9966085,0.00001124905,0.00005900346,0.001381427,0.00005219969,0.0009417983,0.0003395101,0.00007485245,0.0001937668,0.000008612411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980503,0.00148951,0.0001588318,0.00006656669,0.00001242096,0.000002924731,0.00003264935,0.000008549196,0.0001783906],"genre_scores_gemma":[0.9995517,0.0001924313,0.0001017035,0.000006750773,0.00002610803,0.00000169915,0.00004954929,9.791261e-7,0.00006916365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001048646,"threshold_uncertainty_score":0.005545795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0951121904387074,"score_gpt":0.2952546373115432,"score_spread":0.2001424468728358,"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."}}