{"id":"W2565445350","doi":"10.1212/wnl.86.16_supplement.p3.025","title":"Patients Who Discontinued SC IFNB-1a and Switched to Alemtuzumab in the CARE-MS II Extension Study Show Durable Reduction in New Lesion Activity (P3.025)","year":2016,"lang":"en","type":"article","venue":"Neurology","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; NeuroRx Research (Canada); Montreal Neurological Institute and Hospital","funders":"","keywords":"Alemtuzumab; Medicine; Reduction (mathematics); Lesion; Extension (predicate logic); Internal medicine; Surgery; Mathematics; Computer science","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":[0.001169284,0.0002858881,0.0009032763,0.0001492538,0.0003598599,0.0004317037,0.0002937179,0.0004608277,0.003480195],"category_scores_gemma":[0.001211545,0.0001340835,0.0006525951,0.0002055993,0.0002533843,0.0002572847,0.0001484525,0.0007965261,0.0005321322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005864411,"about_ca_system_score_gemma":0.0006823979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001343888,"about_ca_topic_score_gemma":0.003356625,"domain_scores_codex":[0.9993823,0.0001558439,0.00005587136,0.0001700342,0.0001319001,0.0001041034],"domain_scores_gemma":[0.9990904,0.0001458944,0.0002478873,0.00009026949,0.000168223,0.0002573464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2385447,0.00874884,0.3992647,0.0006208961,0.002574449,0.00155555,0.0004144663,0.001041111,0.07398763,0.0003714268,0.02912122,0.243755],"study_design_scores_gemma":[0.04092094,0.06183742,0.8683404,0.0001351085,0.001064859,0.002470494,0.0001043516,0.00110738,0.009816911,0.0002146842,0.01394513,0.00004232453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932535,0.001347384,0.0001314194,0.000221947,0.00005506051,0.0002031794,0.0009984541,0.00004528442,0.003743796],"genre_scores_gemma":[0.9954327,0.0001856927,0.0002505662,0.0004861357,0.00005377448,0.00008922047,0.002107546,0.000007533977,0.001386882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003480195,"threshold_uncertainty_score":0.0116424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01484760201506541,"score_gpt":0.2888658204393083,"score_spread":0.2740182184242429,"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."}}