{"id":"W4223990379","doi":"10.3389/fneur.2022.874724","title":"Use of Benzodiazepines and Z-Drugs in Multiple Sclerosis","year":2022,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Nova Scotia Health Authority; Dalhousie University; University of Manitoba","funders":"Canadian Institutes of Health Research; Crohn's and Colitis Canada; University of Calgary; Research Manitoba; Johns Hopkins University","keywords":"Multiple sclerosis; Medicine; Pharmacology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00042416,0.0001742261,0.0001890518,0.0008550773,0.0002359389,0.0004004952,0.0002926546,0.0002375422,0.001052011],"category_scores_gemma":[0.00138743,0.000128001,0.0003431007,0.001493872,0.0002526885,0.0002503192,0.0004116909,0.0002883193,0.0001755973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00104902,"about_ca_system_score_gemma":0.001474909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1015724,"about_ca_topic_score_gemma":0.119425,"domain_scores_codex":[0.9996405,0.00007608968,0.00004730539,0.00005087363,0.0001301676,0.00005514087],"domain_scores_gemma":[0.9986846,0.0001234022,0.0009249892,0.00002543607,0.0001398255,0.0001017764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006264372,0.00001579456,0.9954293,0.00009153782,0.00009124297,0.00007211053,0.00005551853,0.0001389711,0.0001349557,0.00002179123,0.00012977,0.003756309],"study_design_scores_gemma":[0.000004657878,0.0000354721,0.9989271,0.0000438596,0.00002620825,0.0002552407,0.00004718605,0.0001778058,0.00004962313,0.00001684903,0.0004138625,0.000002221368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896312,0.006546597,0.0002369471,0.0002529166,0.000008874333,0.00002531597,0.00221188,0.0000119202,0.001074416],"genre_scores_gemma":[0.9951321,0.003335217,0.000255726,0.00004926466,0.00001165229,0.0000119235,0.0008770018,0.000001435776,0.0003257309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1015724,"threshold_uncertainty_score":0.2019623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08501735764217064,"score_gpt":0.2739819650277999,"score_spread":0.1889646073856292,"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."}}