{"id":"W3166614302","doi":"10.1016/j.medcli.2021.05.013","title":"Radiography-based triage for COVID-19 in the Emergency Department in a Spanish cohort of patients","year":2021,"lang":"en","type":"article","venue":"Medicina Clínica","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor; Western University","funders":"","keywords":"Medicine; Pneumonia; Triage; Emergency department; Coronavirus disease 2019 (COVID-19); Retrospective cohort study; Emergency medicine; Cohort; Pneumonia severity index; Comorbidity; Cohort study; Intensive care medicine; Internal medicine; Community-acquired pneumonia","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001412557,0.0001669802,0.0006108533,0.0003009739,0.00005264976,0.000003774999,0.000153176,0.0001182612,0.0002702415],"category_scores_gemma":[0.003938489,0.0001194608,0.0002108734,0.0009875146,0.00007508638,0.00002785063,0.00001996293,0.0002392758,0.000002084337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002809843,"about_ca_system_score_gemma":0.001792796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000978343,"about_ca_topic_score_gemma":0.003229724,"domain_scores_codex":[0.9976024,0.000252578,0.000813568,0.0003439095,0.0005846653,0.0004028797],"domain_scores_gemma":[0.9980528,0.0007816043,0.0001677646,0.0005375974,0.0001495321,0.0003107403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009644002,0.0009798446,0.9838228,0.0009594958,0.00003570021,0.0001352589,0.001041719,0.000006705192,0.00006273327,0.00008990684,0.009686957,0.00221447],"study_design_scores_gemma":[0.01144785,0.001073048,0.9205608,0.0001881917,0.0001298797,0.000004423235,0.0004955051,0.00009614064,0.0001304753,0.000226471,0.06553966,0.0001075943],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961444,0.001498676,0.0007756151,0.0321328,0.0003845428,0.00318814,0.0001011111,0.00002523562,0.000449943],"genre_scores_gemma":[0.9853581,0.000468844,0.0002643738,0.01319935,0.00009966281,0.0002807864,0.0002776484,0.00001774504,0.00003344881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06326205,"threshold_uncertainty_score":0.4871469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06453785839012659,"score_gpt":0.4066103843898677,"score_spread":0.3420725259997411,"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."}}