{"id":"W4320000525","doi":"10.1016/j.jns.2023.120552","title":"A prospective study of disease modifying therapy and retinal atrophy in relapsing-remitting multiple sclerosis","year":2023,"lang":"en","type":"article","venue":"Journal of the Neurological Sciences","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Biogen","keywords":"Atrophy; Medicine; Optic neuritis; Nerve fiber layer; Multiple sclerosis; Retinal; Ophthalmology; Cohort; Inner plexiform layer; Internal medicine; Prospective cohort study","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":[0.002417165,0.001122788,0.001161108,0.0009764647,0.001763188,0.001388736,0.0008366904,0.002090061,0.00206047],"category_scores_gemma":[0.00508665,0.001193599,0.001088632,0.001818076,0.0008643286,0.001190572,0.0006372067,0.001954616,0.0004351494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004883698,"about_ca_system_score_gemma":0.0007500448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006147833,"about_ca_topic_score_gemma":0.006479708,"domain_scores_codex":[0.998266,0.0009130508,0.0001697622,0.0002795314,0.000168992,0.0002026382],"domain_scores_gemma":[0.9953499,0.001360553,0.001645198,0.0004853851,0.0003405708,0.0008183999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01348841,0.001988706,0.9807057,0.00003891316,0.0007134318,0.000344168,0.0002574169,0.00005992115,0.0007613587,0.00004237686,0.00006946772,0.001530011],"study_design_scores_gemma":[0.0005675027,0.004014917,0.993993,0.00001182721,0.0003657182,0.0003669357,0.0002161374,0.0001372461,0.0001013303,0.00004006947,0.0001700425,0.00001526156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998894,0.0005957434,0.00004410982,0.00002642611,0.00001283882,0.00002009873,0.00009552323,0.000003348817,0.000307764],"genre_scores_gemma":[0.9991818,0.0001532924,0.00006609203,0.00004776711,0.00002383853,0.00002455397,0.0001876667,0.000002864947,0.0003121566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006147833,"threshold_uncertainty_score":0.01278335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1681430869170208,"score_gpt":0.3448145805938442,"score_spread":0.1766714936768233,"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."}}