{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0005271769,0.0002754501,0.0005851157,0.00025833,0.0003617327,0.000009786945,0.0002557599,0.0002528772,0.0007010769],"category_scores_gemma":[0.01239545,0.0002310908,0.0001446724,0.0006973958,0.0001705577,0.0001420404,0.0001946236,0.0004420584,0.00005642969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001088183,"about_ca_system_score_gemma":0.0001904023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002112388,"about_ca_topic_score_gemma":0.000005875176,"domain_scores_codex":[0.9963692,0.0005335447,0.001131342,0.000585445,0.0007279569,0.00065247],"domain_scores_gemma":[0.9947395,0.003353065,0.000131053,0.000370307,0.0008809869,0.0005250395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.005069503,0.0004708135,0.1013943,0.08391942,0.00006983504,0.00008099694,0.2881131,0.00002437927,0.0001080451,0.04515756,0.4608761,0.01471596],"study_design_scores_gemma":[0.01417918,0.007291297,0.01283101,0.0003565781,0.006159026,0.000002949005,0.5813752,0.001166325,0.00002939888,0.001159567,0.3745888,0.0008606162],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2643537,0.0546413,0.4198959,0.1182158,0.01296033,0.01608993,0.004254362,0.001759819,0.1078288],"genre_scores_gemma":[0.9851462,0.000179712,0.0004154728,0.002931512,0.01030778,0.0003323781,0.0003984454,0.00006046141,0.0002280168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7207925,"threshold_uncertainty_score":0.9959236,"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."}}