{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001584938,0.0004537133,0.000614443,0.001278148,0.0008006682,0.001142293,0.0007014631,0.0007259695,0.002407547],"category_scores_gemma":[0.004039574,0.0008417976,0.0008590762,0.002175524,0.0005001852,0.001493117,0.0009565604,0.001119775,0.0004838058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008763253,"about_ca_system_score_gemma":0.0009307967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009900704,"about_ca_topic_score_gemma":0.009820174,"domain_scores_codex":[0.9981269,0.0002764471,0.0002970733,0.0006056596,0.0003480547,0.0003458197],"domain_scores_gemma":[0.9954101,0.0005736077,0.002520956,0.0004540232,0.0005092542,0.0005319131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008887886,0.00003864938,0.9992301,0.00001086946,0.00003422669,0.00006553916,0.00008411736,0.00001640948,0.00004518311,0.000008896828,0.00008664066,0.0002905124],"study_design_scores_gemma":[0.00001683353,0.0003063661,0.9976624,0.00003100172,0.00005769298,0.0004691211,0.0009020114,0.0001942355,0.0000452773,0.00001540155,0.0002878189,0.00001193127],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998572,0.000192056,0.0001173658,0.00002530204,0.00000887235,0.0000466478,0.0006595346,0.000003083936,0.0003750793],"genre_scores_gemma":[0.9987721,0.000163853,0.00009165263,0.00005691276,0.0000148099,0.00005244034,0.0007213663,0.000005820267,0.000121074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009900704,"threshold_uncertainty_score":0.0196861,"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."}}