{"id":"W4206809495","doi":"10.1093/jalm/jfab150","title":"Pathobiology, Diagnosis, and Current Biomarkers in Neuromyelitis Optica Spectrum Disorders","year":2021,"lang":"en","type":"review","venue":"The Journal of Applied Laboratory Medicine","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital; St Joseph's Health Centre; University Health Network","funders":"","keywords":"Neuromyelitis optica; Spectrum disorder; Medicine; Dermatology; Multiple sclerosis; Immunology; Psychiatry","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":[0.002901252,0.0005368653,0.003354845,0.0006010864,0.00009840948,0.00001280883,0.0003586793,0.0001967572,0.0001123202],"category_scores_gemma":[0.001255501,0.0002729151,0.0002008958,0.001186717,0.001075608,0.00004020071,0.0002408825,0.001899901,0.000004896277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002069537,"about_ca_system_score_gemma":0.0007635792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000129176,"about_ca_topic_score_gemma":0.00003651235,"domain_scores_codex":[0.9963925,0.0006446423,0.001461922,0.0003452651,0.0006596858,0.0004960145],"domain_scores_gemma":[0.9961261,0.002030419,0.0008414809,0.0004972999,0.0001667673,0.0003378964],"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":[0.0001699244,0.0002072813,0.0002127752,0.008717364,0.001004659,0.0001667105,0.0004554703,5.736028e-7,0.00003351559,0.0001611862,0.01050178,0.9783688],"study_design_scores_gemma":[0.001862382,0.0005136941,0.0009855126,0.02672826,0.001608566,0.0001379934,0.0005361916,0.000001456029,0.000004479824,0.00004643954,0.967365,0.0002100279],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003687589,0.9936175,0.000005390987,0.003933956,0.0004857373,0.001162295,0.00004335961,0.00001118903,0.000371781],"genre_scores_gemma":[0.000582405,0.9981589,0.00005797537,0.000146043,0.0008801162,0.00008621029,0.00002506289,0.00005882826,0.000004501605],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9781587,"threshold_uncertainty_score":0.9999723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05716512616614602,"score_gpt":0.3708421240495521,"score_spread":0.3136769978834061,"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."}}