{"id":"W2073560054","doi":"10.1371/journal.pone.0010658","title":"Hospital Triage System for Adult Patients Using an Influenza-Like Illness Scoring System during the 2009 Pandemic—Mexico","year":2010,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Centers for Disease Control and Prevention; Universidad de Guadalajara","keywords":"Medicine; Oseltamivir; Triage; Influenza-like illness; Pandemic; Internal medicine; Emergency medicine; Severity of illness; Mechanical ventilation; Pediatrics; Coronavirus disease 2019 (COVID-19); Virus; Disease; Immunology; Infectious disease (medical specialty)","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":[0.001475647,0.0004077218,0.0003754751,0.001598284,0.0004688094,0.0004687568,0.0007026012,0.0002798556,0.00279905],"category_scores_gemma":[0.002678266,0.0001338482,0.0003403821,0.001045174,0.0001704755,0.0004020333,0.0008495584,0.0003579453,0.0005411173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001599746,"about_ca_system_score_gemma":0.001374685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02051536,"about_ca_topic_score_gemma":0.0198409,"domain_scores_codex":[0.9993817,0.00015075,0.0001602843,0.0001065231,0.0001065847,0.00009412633],"domain_scores_gemma":[0.998301,0.0001094632,0.0008254893,0.00005429132,0.0004871051,0.0002228204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000419816,0.00006253997,0.9620484,0.00008831248,0.00006423773,0.0001300554,0.0001613154,0.0003874149,0.0004791255,0.0001434133,0.01356475,0.02245059],"study_design_scores_gemma":[0.0001673887,0.0002625287,0.9867229,0.0001062462,0.00006103548,0.0003474361,0.0004338405,0.003110489,0.000343811,0.00007987874,0.008341352,0.00002303058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9487261,0.001207005,0.005968098,0.002179549,0.0002584755,0.001855134,0.02756863,0.0005020694,0.01173496],"genre_scores_gemma":[0.9407871,0.001133642,0.01522859,0.0003780558,0.0001325516,0.002496394,0.03715417,0.00003425478,0.00265532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02051536,"threshold_uncertainty_score":0.04079187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.088036378122164,"score_gpt":0.3224058088468443,"score_spread":0.2343694307246803,"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."}}