{"id":"W3108002739","doi":"10.1016/j.jaip.2020.11.033","title":"What the COVID-19 Pandemic Can Teach Us About Resource Stewardship and Quality in Health Care","year":2020,"lang":"en","type":"article","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Genentech; National Institute of Allergy and Infectious Diseases; Food Allergy Canada; Agency for Healthcare Research and Quality; National Peanut Board; European Academy of Allergy and Clinical Immunology; Institute for Health Metrics and Evaluation; Aimmune Therapeutics; Novartis; Pfizer Canada; Foundation of the American College of Allergy, Asthma & Immunology","keywords":"Pandemic; Medicine; Health care; Stewardship (theology); Context (archaeology); Quality (philosophy); Psychological intervention; Unintended consequences; Coronavirus disease 2019 (COVID-19); Public relations; Nursing; Disease; Infectious disease (medical specialty); Political science; Politics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01704269,0.0004805081,0.0006303831,0.001351222,0.003569178,0.008525305,0.001009378,0.01103261,0.01823843],"category_scores_gemma":[0.06439511,0.0004422946,0.0009666391,0.001231419,0.007720933,0.01198986,0.003106435,0.02079013,0.002295636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009098221,"about_ca_system_score_gemma":0.02301165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03164023,"about_ca_topic_score_gemma":0.07174898,"domain_scores_codex":[0.9935907,0.002701217,0.0002809866,0.0004480405,0.001493599,0.001485504],"domain_scores_gemma":[0.9204313,0.04257664,0.004441895,0.001955361,0.01349594,0.01709901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002025053,0.0005600369,0.02228509,0.00105622,0.0001773219,0.0003207389,0.00432831,0.0003406218,0.0003004981,0.0323337,0.7938895,0.1442054],"study_design_scores_gemma":[0.0003551399,0.0005197568,0.06609049,0.01472593,0.0003537575,0.000546664,0.04483773,0.0009582885,0.001000684,0.1548075,0.7154688,0.0003351569],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001557453,0.008301233,0.0001058607,0.9821514,0.005587565,0.000003397545,0.00004655971,0.00001136294,0.0022352],"genre_scores_gemma":[0.1212399,0.04645658,0.001025968,0.8010115,0.02708347,0.00004804508,0.0001040171,0.00006227547,0.00296826],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03164023,"threshold_uncertainty_score":0.0901314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5947116705320058,"score_gpt":0.6033496889914748,"score_spread":0.008638018459468988,"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."}}