{"id":"W3038849568","doi":"10.2196/20040","title":"Emergency Center Curbside Screening During the COVID-19 Pandemic: Retrospective Cohort Study","year":2020,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pandemic; Medical emergency; Emergency medicine; Health care; Retrospective cohort study; Personal protective equipment; Medical record; Emergency department; Coronavirus disease 2019 (COVID-19); Family medicine; Infectious disease (medical specialty); Disease; Nursing; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001574208,0.0001870427,0.000433893,0.00007503822,0.0005623902,0.00004905475,0.0001087902,0.00005754597,0.00007105123],"category_scores_gemma":[0.002631271,0.00013778,0.00006408653,0.0006031719,0.00005599055,0.00009895196,0.00008704826,0.0004759132,0.00001029941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001925915,"about_ca_system_score_gemma":0.0003189325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003333296,"about_ca_topic_score_gemma":0.0003528605,"domain_scores_codex":[0.9976957,0.0003753796,0.0004886343,0.0005161699,0.0003929204,0.0005311277],"domain_scores_gemma":[0.9984779,0.0001272601,0.0002027649,0.0002724409,0.000136379,0.0007832699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009093161,0.00007469958,0.9945818,0.0001380376,0.00004800596,0.00001602448,0.002140071,3.375796e-7,0.0001123425,0.00000823012,0.00141243,0.001377062],"study_design_scores_gemma":[0.001705161,0.0003231413,0.9475988,0.000005656966,0.000001297337,0.0001425792,0.001185032,0.000333058,0.000002766792,0.000004458584,0.04857055,0.0001275451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779403,0.0004414316,0.0005471699,0.01813915,0.0001677828,0.001551253,0.0000141122,0.0003398006,0.0008589684],"genre_scores_gemma":[0.9770326,0.0001144851,0.00004439785,0.02222271,0.000352166,0.0001208375,0.000009665122,0.00002486991,0.00007829547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04715812,"threshold_uncertainty_score":0.5618504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09992237325320227,"score_gpt":0.3705192683568188,"score_spread":0.2705968951036165,"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."}}