{"id":"W3113197914","doi":"10.1177/1352458520972573","title":"Temporal profile of serum neurofilament light in multiple sclerosis: Implications for patient monitoring","year":2020,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"Biogen","keywords":"Multiple sclerosis; Medicine; Neurofilament; Neuroscience; Physical medicine and rehabilitation; Internal medicine; Psychology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005822529,0.0004490287,0.0009588649,0.0003845191,0.0004666387,0.0001062949,0.000420894,0.0001650786,0.00007325323],"category_scores_gemma":[0.002676378,0.0003967572,0.0004933442,0.0007869585,0.000152773,0.000340894,0.0003163238,0.0007951242,0.00001919218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000341345,"about_ca_system_score_gemma":0.0002732186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006451398,"about_ca_topic_score_gemma":0.00003583915,"domain_scores_codex":[0.9958107,0.0001909901,0.001518163,0.0006810394,0.0008149421,0.0009841935],"domain_scores_gemma":[0.9968708,0.0004789452,0.0005910175,0.0004918539,0.0007808392,0.0007865676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005663155,0.0005024488,0.5735892,0.0001954767,0.0001222438,0.000003549824,0.001572029,0.0001817231,0.3925216,0.000003723111,0.001576334,0.02916533],"study_design_scores_gemma":[0.007504393,0.001128159,0.8517874,0.0009570295,0.00006349878,0.00001211178,0.001221712,0.003199664,0.13255,0.000008816659,0.001269525,0.0002976459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810888,0.0008910497,0.0006248549,0.01375956,0.00038387,0.002696215,0.0003678889,0.00009581686,0.00009198407],"genre_scores_gemma":[0.9845345,0.001050268,0.01275889,0.0003234228,0.0006285509,0.0005665231,0.00002308547,0.00009733366,0.00001740118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2781982,"threshold_uncertainty_score":0.9998484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2073553709522686,"score_gpt":0.3208349670426707,"score_spread":0.1134795960904021,"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."}}