{"id":"W3020680060","doi":"10.1097/pcc.0000000000002425","title":"Prediction of Pediatric Critical Care Resource Utilization for Disaster Triage*","year":2020,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Disaster Response and Management","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Child Health and Human Development; National Institute of Environmental Health Sciences; National Institutes of Health; Seattle Children's Research Institute","keywords":"Medicine; Triage; Medical emergency; Intensive care medicine","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":[0.002031811,0.0004673247,0.0002144068,0.0008276745,0.0001702757,0.0006116063,0.0005084223,0.000350086,0.001287441],"category_scores_gemma":[0.009486869,0.0002073692,0.0004941626,0.000613647,0.000204613,0.0004107973,0.000503708,0.0007218754,0.0002359623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004654788,"about_ca_system_score_gemma":0.0009840885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004176989,"about_ca_topic_score_gemma":0.00673194,"domain_scores_codex":[0.9993603,0.0002338978,0.00007273079,0.0001173039,0.0001379422,0.00007782868],"domain_scores_gemma":[0.9945096,0.0019947,0.002323491,0.0002208885,0.0004979528,0.0004534392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002393609,0.00001188756,0.9981043,0.000004959146,0.00001190123,0.00001794655,0.00001113178,0.0004000559,0.00002569506,0.00001258248,0.0001654527,0.001209971],"study_design_scores_gemma":[0.00001239201,0.0001905773,0.9802648,0.00003763801,0.0000291694,0.0003405879,0.0001199804,0.01837927,0.0002255506,0.00006704986,0.0003255887,0.000007406813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970703,0.0002284097,0.001362021,0.0001475976,0.00001481151,0.00002323183,0.0007409621,0.00002550325,0.0003871121],"genre_scores_gemma":[0.99742,0.000111379,0.001450931,0.00002291004,0.00001392883,0.00002515651,0.0008496227,0.000006245965,0.00009987257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004176989,"threshold_uncertainty_score":0.01074541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2194784332513726,"score_gpt":0.4636322560522124,"score_spread":0.2441538228008398,"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."}}