{"id":"W4394599048","doi":"10.1212/wnl.0000000000205295","title":"Cerebrospinal Fluid and Plasma Immune Cell Phenotyping Combined with Neurofilament Light Chain as Biomarkers of Inflammatory Activity and Disease Modifying Therapy Responsiveness in Multiple Sclerosis (S42.009)","year":2024,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Multiple sclerosis; Cerebrospinal fluid; Disease; Medicine; Immune system; Immunology; Plasma cell; Pathology; 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":[0.00149164,0.0002968314,0.0003475664,0.000670508,0.0002217623,0.0006791406,0.000194192,0.0003354673,0.001367798],"category_scores_gemma":[0.001526711,0.0001575648,0.0001826015,0.0006804052,0.0001529133,0.0003156318,0.0003208178,0.0003137336,0.0003280797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001556187,"about_ca_system_score_gemma":0.0002250408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001109572,"about_ca_topic_score_gemma":0.002280021,"domain_scores_codex":[0.9992732,0.0003994227,0.00005810166,0.00008604255,0.0001253189,0.00005790976],"domain_scores_gemma":[0.9992458,0.0001605758,0.0002479966,0.00007009796,0.0001512181,0.0001244507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.017426,0.001494943,0.8497368,0.0002954864,0.000888419,0.0007620183,0.0006155483,0.000226714,0.06286873,0.0001779887,0.001367159,0.0641401],"study_design_scores_gemma":[0.0004053844,0.006070994,0.9827329,0.00006042085,0.000308041,0.0007882632,0.0003264667,0.0003079705,0.006863244,0.000131176,0.001994701,0.00001043076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977188,0.000784432,0.0001178351,0.00005196463,0.00001163458,0.00003080874,0.0003015183,0.000006236758,0.000976735],"genre_scores_gemma":[0.9980317,0.0002521082,0.0005010749,0.00008457736,0.00001981988,0.00004919147,0.0003552892,0.00000431061,0.000701843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00149164,"threshold_uncertainty_score":0.007888615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03531797221747656,"score_gpt":0.2654118503339032,"score_spread":0.2300938781164267,"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."}}