{"id":"W3165626299","doi":"10.1017/cjn.2021.118","title":"Multiple Sclerosis Clinic Utilization is Associated with Fewer Emergency Department Visits","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Emergency department; Confounding; Family medicine; Health care; Emergency medicine; Demography; Gerontology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003241218,0.0002048918,0.0002161938,0.0007660336,0.0006012374,0.0007119342,0.0007200416,0.000386179,0.005544201],"category_scores_gemma":[0.00265156,0.0002032796,0.0004126394,0.001187434,0.0002931344,0.0002285182,0.0004888359,0.0005749165,0.0002141778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002597459,"about_ca_system_score_gemma":0.004048045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6836005,"about_ca_topic_score_gemma":0.7480071,"domain_scores_codex":[0.9994038,0.00006351759,0.00004097115,0.00008728583,0.0002174628,0.0001869461],"domain_scores_gemma":[0.9980586,0.000159791,0.000878513,0.0000446637,0.0003382547,0.0005201199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005488855,0.00003909938,0.9947218,0.00002317152,0.00003879877,0.00008291584,0.0001175518,0.00007481682,0.0001188359,0.00002092528,0.0005686128,0.00413866],"study_design_scores_gemma":[0.000003749725,0.00001723548,0.9992563,0.00001483201,0.000009375193,0.0001095918,0.0001940054,0.0001640405,0.00001621661,0.00001035768,0.0002020519,0.000002237582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965848,0.0006744795,0.00005884084,0.0003583753,0.00001241961,0.00001089489,0.0004921884,0.00001656734,0.00179137],"genre_scores_gemma":[0.999206,0.0001307108,0.00005791569,0.00003829344,0.0000069416,0.000002345729,0.0002211902,0.000003053673,0.0003336424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6836005,"threshold_uncertainty_score":0.6365257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.161713263101995,"score_gpt":0.3408613234252073,"score_spread":0.1791480603232123,"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."}}