{"id":"W4381386686","doi":"10.1017/s1049023x23003308","title":"Emergency Medical Service Facilitated Geriatric Emergency Department Visits in Hamilton, Ontario, Canada During the COVID-19 Pandemic","year":2023,"lang":"en","type":"article","venue":"Prehospital and Disaster Medicine","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Queen's University; McMaster University","funders":"","keywords":"Pandemic; Medicine; Epidemiology; Emergency department; Coronavirus disease 2019 (COVID-19); Medical emergency; Emergency medicine; Psychiatry; Disease; Infectious disease (medical specialty); Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004182039,0.0002860591,0.0003025964,0.000961582,0.001862687,0.0009295417,0.001127018,0.0004295066,0.001162432],"category_scores_gemma":[0.002220129,0.0003084368,0.0002897324,0.002590154,0.000844457,0.0004416639,0.001034654,0.0006420748,0.0000953577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03103213,"about_ca_system_score_gemma":0.0382057,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.98541,"about_ca_topic_score_gemma":0.9942436,"domain_scores_codex":[0.999002,0.00005765942,0.00008093837,0.000124949,0.0004114099,0.0003229495],"domain_scores_gemma":[0.996714,0.0001406198,0.001204187,0.00005982436,0.00117898,0.0007022886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006935759,0.00002300354,0.9921724,0.00009016736,0.00003314018,0.0003118721,0.001022137,0.00009573309,0.0003066428,0.00004699333,0.00148706,0.004341466],"study_design_scores_gemma":[0.000004038348,0.00001639892,0.9984536,0.00002734909,0.000005863761,0.00005245442,0.0006889263,0.00005221277,0.00003232539,0.000004149694,0.0006583172,0.000004354926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98993,0.001244481,0.0001212957,0.0008884817,0.00003401365,0.0001693309,0.004951259,0.0000189264,0.002642173],"genre_scores_gemma":[0.9966955,0.0006706886,0.0001645246,0.0003819317,0.00001604327,0.00004450221,0.001423869,0.000004082563,0.0005988033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03103213,"threshold_uncertainty_score":0.2251549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04513277620816211,"score_gpt":0.3365831498571377,"score_spread":0.2914503736489755,"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."}}