{"id":"W2102684869","doi":"10.1378/chest.07-2693","title":"Definitive Care for the Critically Ill During a Disaster: A Framework for Allocation of Scarce Resources in Mass Critical Care","year":2008,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Disaster Response and Management","field":"Health Professions","cited_by":227,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Triage; Medicine; Rationing; Scarcity; Obligation; Medical emergency; Intensive care; Health care rationing; Task (project management); Intensive care medicine; Risk analysis (engineering); Health care; Economics; Political science; Economic growth","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":[0.0003842843,0.0001246025,0.0002298446,0.0001074711,0.0009545255,0.00002016895,0.0002364301,0.0001245937,0.00002954458],"category_scores_gemma":[0.003494536,0.00009171432,0.0001313704,0.0001068783,0.0001574884,0.0001053283,0.0000724471,0.0004647869,0.000005173399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001568819,"about_ca_system_score_gemma":0.0001652504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001225123,"about_ca_topic_score_gemma":0.00005157312,"domain_scores_codex":[0.9984214,0.0002383742,0.0005002505,0.000173372,0.000216995,0.0004496663],"domain_scores_gemma":[0.9959297,0.002747201,0.0001141694,0.0002009916,0.0008986669,0.0001092867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.003178102,0.000203287,0.03001939,0.009496889,0.0001167138,0.00006914468,0.9131721,0.00009450679,0.0007051874,0.03832079,0.0005180833,0.004105791],"study_design_scores_gemma":[0.00257831,0.0004066928,0.07826661,0.002455083,0.0001483008,0.00002302413,0.8898804,0.00007676204,0.000303602,0.006712016,0.01889946,0.0002497389],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8552806,0.002410401,0.1290387,0.007364041,0.0005901779,0.00197712,0.00009384931,0.00002660691,0.003218505],"genre_scores_gemma":[0.9858381,0.00007515579,0.01210624,0.0009863551,0.0003738913,0.0004209957,0.000005599974,0.00002786688,0.000165798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1305575,"threshold_uncertainty_score":0.7341536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0828028031035042,"score_gpt":0.4182939399385507,"score_spread":0.3354911368350466,"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."}}