{"id":"W2971369168","doi":"10.1177/2055217319871582","title":"Retinal inner nuclear layer volume reflects inflammatory disease activity in multiple sclerosis; a longitudinal OCT study","year":2019,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal - Experimental Translational and Clinical","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Instituto de Salud Carlos III; Sanofi Genzyme; Chugai Pharmaceutical; Novartis Pharma; Ipsen; Moorfields Eye Hospital NHS Foundation Trust; Deutsche Forschungsgemeinschaft; Sanofi; Bayer HealthCare; Genentech; Multiple Sclerosis Society; Alexion Pharmaceuticals; Merz Pharmaceuticals; Bundesministerium für Bildung und Forschung; National Institute for Health and Care Research; Teva Pharmaceutical Industries; Celgene; Biogen; University College London; Allergan; Arthur Arnstein Stiftung","keywords":"Multiple sclerosis; Medicine; Optic neuritis; Retinal; Inner nuclear layer; Inner plexiform layer; Ophthalmology; Internal medicine; Neurodegeneration; Disease; Pathology; 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":[0.00186359,0.0005898906,0.001105836,0.0003746121,0.0005922895,0.0002160509,0.0003121987,0.0002494082,0.0008428909],"category_scores_gemma":[0.0006484783,0.0005098876,0.0005978582,0.0004044564,0.0005345818,0.0007635714,0.000251847,0.001735518,0.0001786885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002617387,"about_ca_system_score_gemma":0.0002486821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001298224,"about_ca_topic_score_gemma":0.0001851295,"domain_scores_codex":[0.9940336,0.0007909968,0.001536893,0.001118617,0.001650593,0.000869297],"domain_scores_gemma":[0.9968774,0.0009076308,0.0003372595,0.0004824646,0.0002686236,0.001126581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01154633,0.005876622,0.9129221,0.00006426679,0.0003419004,0.0001078095,0.0009346138,0.00006876598,0.06436145,0.00001729097,0.0001993917,0.003559446],"study_design_scores_gemma":[0.02189971,0.002120177,0.9647184,0.0006190548,0.0001031021,0.00003506225,0.001308488,0.007803971,0.0005557106,0.00002090569,0.0003071986,0.0005081957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946586,0.0008342278,0.00002503968,0.001900333,0.000413136,0.001859954,0.00005525209,0.00007757887,0.0001759111],"genre_scores_gemma":[0.9974676,0.0006081145,0.0007700278,0.0002436274,0.0005858725,0.00008808627,0.00002056786,0.00009188799,0.0001242583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06380574,"threshold_uncertainty_score":0.9997353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2066340523078871,"score_gpt":0.3833640099548292,"score_spread":0.1767299576469422,"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."}}