{"id":"W3176037669","doi":"","title":"Sistema de selección en urgencias de pacientes con sospecha de infección por SARS-CoV-2 y con posible neumonía no graves basado en la radiografía de tórax Radiography-based triage for COVID-19 in the Emergency Department in a Spanish cohort of patients","year":2021,"lang":"es","type":"article","venue":"Medicina Clínica","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor; Western University","funders":"","keywords":"Medicine; Humanities","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009383379,0.0008894745,0.002072449,0.001279063,0.0002371226,0.000080973,0.000894239,0.0007222283,0.0001916666],"category_scores_gemma":[0.02098886,0.0008027176,0.0009604893,0.002796928,0.0004802067,0.0001273779,0.000151052,0.0009831538,0.000008419229],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002583454,"about_ca_system_score_gemma":0.007339787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004588979,"about_ca_topic_score_gemma":0.00236507,"domain_scores_codex":[0.9891372,0.004027396,0.002346287,0.001286678,0.001325185,0.001877237],"domain_scores_gemma":[0.9875426,0.008893127,0.0009193385,0.001320852,0.0005206396,0.0008034772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001441993,0.004067517,0.9450369,0.00359295,0.00049579,0.0007850137,0.007332851,0.000196163,0.01776294,0.0003907334,0.01837957,0.0005175858],"study_design_scores_gemma":[0.02015501,0.003011111,0.8656496,0.002915178,0.002189809,0.00009081729,0.001809758,0.004092061,0.02566531,0.0004962421,0.07301758,0.0009075543],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691327,0.003615405,0.002239263,0.01867481,0.0005598532,0.005034794,0.0004827652,0.0001129434,0.0001474279],"genre_scores_gemma":[0.969381,0.004150431,0.001872634,0.02236458,0.0003334565,0.001237555,0.0004845525,0.0001467068,0.0000291243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07938733,"threshold_uncertainty_score":0.9994424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02256596391919391,"score_gpt":0.3330856514591292,"score_spread":0.3105196875399353,"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."}}