{"id":"W3040750867","doi":"10.1097/pcc.0000000000002510","title":"The Impact of Coronavirus Disease 2019 Pandemic on U.S. and Canadian PICUs","year":2020,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agency for Healthcare Research and Quality; New York State Department of Health","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Comorbidity; Emergency medicine; Disease; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Intensive care; Mechanical ventilation; Intensive care medicine; Medical emergency; Infectious disease (medical specialty); Internal medicine","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":[0.000204319,0.0002012653,0.0004207622,0.0001280454,0.0001615368,0.00001025653,0.0001052682,0.00009279094,0.0001885927],"category_scores_gemma":[0.007554804,0.0001149307,0.0001035636,0.0003309977,0.0003020898,0.00003163235,0.00003178391,0.0004141818,0.00002192225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003060044,"about_ca_system_score_gemma":0.001955442,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06864113,"about_ca_topic_score_gemma":0.004622053,"domain_scores_codex":[0.9983165,0.00006405538,0.0003586439,0.000296798,0.0004510886,0.0005129385],"domain_scores_gemma":[0.9948319,0.001355886,0.00004268891,0.0002769803,0.0002924239,0.00320008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001041746,0.00003639965,0.9519578,0.001039912,0.0000241369,0.0003266901,0.001550674,0.000003181496,0.00003954577,0.0005568659,0.01159275,0.03183034],"study_design_scores_gemma":[0.001640645,0.003327176,0.9877778,0.00007938945,0.0003909694,0.00002085675,0.0005977391,0.0000927095,0.000002554126,0.0001460294,0.00578521,0.0001389459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8411048,0.03598142,0.00001785761,0.120878,0.0002838687,0.0005938075,0.0002445632,0.0000612057,0.0008345345],"genre_scores_gemma":[0.9890498,0.002616325,0.000005760098,0.006430162,0.001805574,0.000007379261,0.00003958548,0.00002248537,0.00002295455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.147945,"threshold_uncertainty_score":0.9375609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0889162147373528,"score_gpt":0.4428925038474922,"score_spread":0.3539762891101394,"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."}}