{"id":"W3016016536","doi":"10.2139/ssrn.3564396","title":"An Effective Off-Campus Triage System During the COVID-19 Outbreak","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; Institute of Population and Public Health; Ottawa Public Health; University of Ottawa","funders":"","keywords":"Triage; Medicine; Medical emergency; Outbreak; Referral; Coronavirus disease 2019 (COVID-19); Emergency medicine; Pandemic; Personal protective equipment; Family medicine; Infectious disease (medical specialty); Virology; Disease; Internal medicine","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":[0.003873515,0.0006113814,0.0004334846,0.001253773,0.004608754,0.00335458,0.002218217,0.001974369,0.02284097],"category_scores_gemma":[0.01262909,0.0005164736,0.0003942284,0.0004117352,0.0007653123,0.002599234,0.005959549,0.002482959,0.005676137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001582143,"about_ca_system_score_gemma":0.01127429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005617276,"about_ca_topic_score_gemma":0.008913528,"domain_scores_codex":[0.9964798,0.001573571,0.0003118208,0.0003633556,0.0005483833,0.00072315],"domain_scores_gemma":[0.9918545,0.001096814,0.0005763529,0.0007230729,0.001825061,0.003924119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002947002,0.009643861,0.05904973,0.0005016097,0.00008292298,0.004008858,0.008605462,0.004786001,0.01149594,0.001968526,0.171019,0.7258911],"study_design_scores_gemma":[0.003594834,0.03253377,0.4101074,0.003112711,0.0004789,0.006671189,0.1042,0.1011388,0.01505206,0.007788341,0.3144438,0.0008782333],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8017,0.0008148189,0.04646854,0.04847492,0.006705536,0.01088228,0.001512763,0.01018116,0.07325988],"genre_scores_gemma":[0.9363773,0.0005224595,0.03459029,0.005828741,0.001360537,0.002350822,0.0008980587,0.0003075919,0.01776432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02284097,"threshold_uncertainty_score":0.07641065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02505748333787365,"score_gpt":0.3672813658737687,"score_spread":0.342223882535895,"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."}}