{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0006964541,0.001601985,0.01088161,0.000599347,0.0002339128,0.00003926487,0.0007045055,0.002587927,0.0004294727],"category_scores_gemma":[0.008133339,0.0006639983,0.002802445,0.0006524971,0.0004912253,0.00005831474,0.0003795283,0.004575314,0.001115528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002330392,"about_ca_system_score_gemma":0.0004289688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001748707,"about_ca_topic_score_gemma":0.00005139822,"domain_scores_codex":[0.9918757,0.00261705,0.001765749,0.001861773,0.000645221,0.00123448],"domain_scores_gemma":[0.9918403,0.00171805,0.00359758,0.00203746,0.0002905413,0.0005160797],"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":[0.0000819862,0.000167162,0.00002376946,0.03162783,0.0006944744,0.001044356,0.00003410172,2.841831e-8,0.000001808514,0.00002049163,0.01619023,0.9501138],"study_design_scores_gemma":[0.001054818,0.001377952,0.00004535242,0.02898435,0.00285371,0.0009625547,9.035588e-7,0.00000257373,0.00000217933,0.00001195975,0.9641919,0.0005117283],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005326581,0.9874988,0.000002972831,0.001649089,0.001946905,0.007205709,0.000139322,0.0001345895,0.00141732],"genre_scores_gemma":[0.000004856472,0.9908717,0.0001430306,0.001912918,0.002799272,0.002175182,0.0003929948,0.0001977835,0.001502225],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9496021,"threshold_uncertainty_score":0.9996728,"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."}}