{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001891961,0.0004939106,0.001003096,0.0004974882,0.0006237258,0.0002423281,0.0003931709,0.0002097165,0.0000329983],"category_scores_gemma":[0.01206982,0.000405475,0.0001410911,0.0008014208,0.0004589269,0.0002710493,0.0002963946,0.001132833,0.00002804962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001771726,"about_ca_system_score_gemma":0.0005275905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03699968,"about_ca_topic_score_gemma":0.04822218,"domain_scores_codex":[0.9958722,0.0007874623,0.0007807948,0.0008602528,0.0007713322,0.0009279572],"domain_scores_gemma":[0.9943413,0.001723733,0.0005141558,0.0004288476,0.00073732,0.002254695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001725675,0.0006396499,0.9430478,0.0003119732,0.0004217475,0.00001052399,0.00192932,0.0001192321,0.02871349,0.000007910551,0.00257288,0.02049977],"study_design_scores_gemma":[0.00478527,0.001576809,0.9837523,0.000351837,0.00009423867,0.00004827698,0.000236757,0.00616932,0.0007788853,0.00000132487,0.001865458,0.0003395106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986262,0.00472691,0.0002050773,0.006359269,0.0001559502,0.001389234,0.0002564372,0.00006369287,0.000581486],"genre_scores_gemma":[0.9897366,0.004940367,0.002080744,0.002802962,0.0002540082,0.00006785963,0.00002308933,0.00007718932,0.00001721279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04070449,"threshold_uncertainty_score":0.9998397,"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."}}