{"id":"W2167565652","doi":"10.1186/cc10001","title":"The Simple Triage Scoring System (STSS) successfully predicts mortality and critical care resource utilization in H1N1 pandemic flu: a retrospective analysis","year":2011,"lang":"en","type":"article","venue":"Critical Care","topic":"Disaster Response and Management","field":"Health Professions","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Triage; Medicine; Emergency medicine; Intensive care unit; Pandemic; Mechanical ventilation; Receiver operating characteristic; Retrospective cohort study; Intensive care medicine; Intensive care; Confidence interval; Medical emergency; Coronavirus disease 2019 (COVID-19); Internal medicine; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009353643,0.0002007868,0.0004241329,0.0001870352,0.0008767722,0.00006265555,0.0002397945,0.0001978723,0.00008693246],"category_scores_gemma":[0.002610169,0.0001566502,0.0001102371,0.0006206137,0.0002588798,0.0001779278,0.0003255574,0.0004919586,0.00001376272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004760514,"about_ca_system_score_gemma":0.0001080331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005782804,"about_ca_topic_score_gemma":0.003602366,"domain_scores_codex":[0.9964888,0.001271474,0.0006241431,0.0005455091,0.0004120497,0.0006579955],"domain_scores_gemma":[0.9976175,0.001085613,0.00005982238,0.0005900986,0.0004077755,0.0002391924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002155261,0.00003754204,0.9028147,0.002250508,0.0000863891,0.00008094382,0.0377185,0.000002486144,0.000007108934,0.0556187,0.0001235752,0.001043961],"study_design_scores_gemma":[0.0006659874,0.0001290155,0.631056,0.0003091184,0.0007476875,0.000001023213,0.3647415,0.0004920308,0.00001440515,0.0006230526,0.001029904,0.0001902435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592568,0.001727848,0.002224115,0.0001488065,0.0002833531,0.001027968,0.0001431065,0.0001866551,0.0350013],"genre_scores_gemma":[0.9992428,0.00002347918,0.00002781211,0.0001791758,0.0001223234,0.0002619338,0.00004778163,0.00002431439,0.00007032458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.327023,"threshold_uncertainty_score":0.6743511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1995808888010484,"score_gpt":0.4641366927533356,"score_spread":0.2645558039522872,"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."}}