{"id":"W3207342197","doi":"10.1212/wnl.94.15_supplement.4707","title":"Predictors of Falls, Emergency Department Visits, and Hospitalizations in an Advanced Multiple Sclerosis Population (4707)","year":2020,"lang":"en","type":"article","venue":"Neurology","topic":"Cerebral Palsy and Movement Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"","keywords":"Emergency department; Multiple sclerosis; Medicine; Population; Emergency medicine; Medical emergency; Psychiatry; Environmental health","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":[0.0003377461,0.0001992369,0.0002504374,0.0005222858,0.000450684,0.000597587,0.000233119,0.0004157386,0.002188256],"category_scores_gemma":[0.001599396,0.0002388861,0.0004157016,0.0008835846,0.0001616503,0.0004440016,0.0004541962,0.0008556752,0.0003826813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003265456,"about_ca_system_score_gemma":0.0004846508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02118139,"about_ca_topic_score_gemma":0.02685401,"domain_scores_codex":[0.9996707,0.00005858271,0.00004582616,0.00004312974,0.00008820741,0.00009344678],"domain_scores_gemma":[0.9990842,0.0001142168,0.0003419242,0.00003761677,0.0001210574,0.0003009691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002274653,0.00003210988,0.9995186,0.000001573054,0.00001261255,0.00002405167,0.00001404096,0.00001669336,0.00002018735,0.000003591069,0.00007137169,0.0002623874],"study_design_scores_gemma":[0.00000300612,0.00005606633,0.9994667,0.000003083689,0.000008158873,0.0001437682,0.0001046689,0.0001337721,0.00001183936,0.000008794152,0.00005870452,0.000001491118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999144,0.00008152044,0.00002348976,0.00004118431,0.000004018329,0.000004007964,0.0004169617,0.000001471696,0.0002833709],"genre_scores_gemma":[0.9989964,0.00009344896,0.00003936489,0.00003635737,0.00001440204,0.000007652914,0.000631936,0.000001456721,0.0001790129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02118139,"threshold_uncertainty_score":0.04211617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02150745575090218,"score_gpt":0.2530397354734519,"score_spread":0.2315322797225497,"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."}}