{"id":"W3125193724","doi":"","title":"COVID19 on U.S. and canadian neurologists' therapeutic approach to multiple sclerosis: A survey of knowledge, attitudes, and practices","year":2020,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Multiple sclerosis; Pandemic; Coronavirus disease 2019 (COVID-19); Family medicine; Inclusion (mineral); Psychiatry; Psychology; Disease; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001923058,0.0002029782,0.000250114,0.001255639,0.003016555,0.001320652,0.0007568287,0.0007270008,0.002245428],"category_scores_gemma":[0.006133378,0.0003920087,0.0004451692,0.002161831,0.0009893931,0.0006441913,0.001001932,0.001025493,0.0003561144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01023431,"about_ca_system_score_gemma":0.01604015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9234917,"about_ca_topic_score_gemma":0.9386678,"domain_scores_codex":[0.9979926,0.0002856063,0.0001757552,0.0001282049,0.0008351125,0.0005826612],"domain_scores_gemma":[0.9912999,0.0009818277,0.0024217,0.0001040698,0.00265006,0.002542438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009279502,0.0001648249,0.9615747,0.0001030955,0.00004236744,0.0001599971,0.02535024,0.00005372465,0.0003628273,0.00007953372,0.00281907,0.009196767],"study_design_scores_gemma":[0.000009110006,0.00009087459,0.9708533,0.00005471323,0.000008687127,0.00007045728,0.02591199,0.0001072456,0.00004500322,0.000009441233,0.002823997,0.0000152202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938558,0.0003234064,0.00003136792,0.0009644908,0.00001408163,0.00007614895,0.001233998,0.000003980187,0.003496717],"genre_scores_gemma":[0.996651,0.0007058324,0.0001264905,0.0007979489,0.00001550523,0.00004815018,0.000575228,0.000003527639,0.001076357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07650828,"threshold_uncertainty_score":0.1539177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3154086823994482,"score_gpt":0.3585578166816011,"score_spread":0.04314913428215283,"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."}}