{"id":"W1965656395","doi":"10.1038/nrneurol.2014.98","title":"Does aggressive MS warrant aggressive treatment?","year":2014,"lang":"en","type":"review","venue":"Nature Reviews Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Regimen; Refractory (planetary science); Multiple sclerosis; Oncology; Intensive care medicine; Surgery; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004111716,0.0009312322,0.005475475,0.003163312,0.0003903697,0.001974089,0.001084584,0.002807267,0.004574574],"category_scores_gemma":[0.01185839,0.0004981694,0.001563874,0.002944941,0.001412601,0.002452681,0.001021983,0.002100027,0.0007550447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00155403,"about_ca_system_score_gemma":0.004513191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002886049,"about_ca_topic_score_gemma":0.009505208,"domain_scores_codex":[0.9980572,0.0006637726,0.0006534712,0.0001812548,0.0003661651,0.00007810057],"domain_scores_gemma":[0.9925862,0.005310572,0.001307612,0.0001128035,0.0005596603,0.0001231147],"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":[0.0005412552,0.00004324084,0.0008563647,0.2118768,0.002973347,0.0004050307,0.0001693721,0.0001774774,0.000633063,0.003947834,0.03948348,0.7388927],"study_design_scores_gemma":[0.0007067094,0.000283635,0.006337328,0.3255865,0.01491022,0.002689657,0.0007320119,0.0001417896,0.0004634486,0.007621515,0.6404252,0.0001020539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004042754,0.9990354,0.00001422169,0.0005679385,0.0001819015,0.000002429711,0.000008561446,0.000001063706,0.0001481594],"genre_scores_gemma":[0.001334438,0.9969892,0.00008892725,0.001101455,0.0003823536,0.000006989581,0.0000156616,7.388784e-7,0.00008019171],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005475475,"threshold_uncertainty_score":0.02174515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0662905020006053,"score_gpt":0.4189988231941223,"score_spread":0.352708321193517,"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."}}