{"id":"W2328710648","doi":"10.1017/s0317167100006879","title":"Management of Isolated Demyelinating Episodes by North American Neurologists","year":2007,"lang":"en","type":"letter","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Hereditary Neurological Disorders","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Demyelinating disease; Action (physics); Medicine; Content (measure theory); Psychology; Multiple sclerosis; Psychiatry; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.004737659,0.001250838,0.001874132,0.002420691,0.003081848,0.0007980762,0.008101165,0.0008471169,0.0002102959],"category_scores_gemma":[0.004982553,0.0009182659,0.0008102655,0.005309187,0.02740359,0.001182501,0.0003564739,0.008357988,0.00001484663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00032204,"about_ca_system_score_gemma":0.001999585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002038786,"about_ca_topic_score_gemma":0.01645149,"domain_scores_codex":[0.984327,0.003842253,0.003035145,0.001965029,0.002775441,0.004055181],"domain_scores_gemma":[0.9886069,0.003492745,0.004495869,0.0005124654,0.0006422732,0.002249732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0005400321,0.0002631037,0.4760611,0.0002248835,0.0001411472,0.2490035,0.0004444983,0.005772012,0.0002911813,0.0003234656,0.2439296,0.02300548],"study_design_scores_gemma":[0.002377963,0.4392917,0.1284354,0.0005010189,0.0007841451,0.1035516,0.0005595301,0.004607196,0.001702929,0.01908899,0.2934023,0.0056972],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8879805,0.000816375,0.00008531287,0.106535,0.001550552,0.00046461,0.0001561911,0.00006917091,0.002342294],"genre_scores_gemma":[0.739916,0.001365659,0.00102871,0.2569191,0.0006514862,0.000006204966,0.000003441459,0.00006190837,0.00004750804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4390287,"threshold_uncertainty_score":0.9993268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03735774918786174,"score_gpt":0.2760057997784489,"score_spread":0.2386480505905871,"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."}}