{"id":"W2191834907","doi":"10.1371/journal.pone.0137715","title":"Imaging Surrogates of Disease Activity in Neuromyelitis Optica Allow Distinction from Multiple Sclerosis","year":2015,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"NIHR Oxford Biomedical Research Centre; Sanofi Genzyme; Chugai Pharmaceutical; Multiple Sclerosis Society of Canada; Multiple Sclerosis Society; Wellcome Trust; National Institute for Health and Care Research; Teva Pharmaceutical Industries; Biogen; Medical Research Council; Sanofi","keywords":"Neuromyelitis optica; Multiple sclerosis; Medicine; Pathology; Neurodegeneration; White matter; Optic neuritis; Spinal cord; Demyelinating disease; Acute disseminated encephalomyelitis; Atrophy; Disease; Immunology; Magnetic resonance imaging; Radiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003087315,0.000314942,0.0004414986,0.0009536871,0.0002381563,0.0007041318,0.0002821938,0.0004320292,0.0009018343],"category_scores_gemma":[0.005826392,0.0001473599,0.0002156211,0.0007230414,0.0004421378,0.0008611357,0.0006004188,0.0006251491,0.0001913176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001849026,"about_ca_system_score_gemma":0.0003134664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009338818,"about_ca_topic_score_gemma":0.001501738,"domain_scores_codex":[0.9993271,0.0003625,0.00008868537,0.0001042695,0.00006868738,0.00004880271],"domain_scores_gemma":[0.9970318,0.0008975673,0.00122761,0.0003205494,0.0002401079,0.0002822786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002046441,0.000176682,0.9559326,0.0001995759,0.0001986906,0.0004296729,0.0009323761,0.0001572373,0.0153628,0.0003096081,0.0001855852,0.02406866],"study_design_scores_gemma":[0.00001486167,0.0006997879,0.9959144,0.00003067013,0.00006530424,0.0006087106,0.0002209783,0.0001356812,0.001376273,0.0002859863,0.0006420898,0.000005249718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951415,0.002786484,0.0005111661,0.0001363413,0.00001245325,0.00002268569,0.0001521147,0.00001060268,0.001226691],"genre_scores_gemma":[0.9988426,0.0003116637,0.0004619997,0.00003707801,0.00001600967,0.00001501056,0.0001189169,0.000002235048,0.0001944545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003087315,"threshold_uncertainty_score":0.01632744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1840468748267403,"score_gpt":0.28727337785188,"score_spread":0.1032265030251397,"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."}}