{"id":"W4210937037","doi":"10.1007/978-3-030-85053-1_10","title":"Forecasting Demand for Personal Protective Equipment for Ontario Acute Care Hospitals During the First Wave of the COVID-19 Pandemic","year":2022,"lang":"en","type":"book-chapter","venue":"Fields Institute communications","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Clinical Evaluative Sciences; Public Health Ontario; Sinai Health System; Women's College Hospital; Sunnybrook Hospital; University of Toronto; University Health Network","funders":"","keywords":"Personal protective equipment; Pandemic; Face shield; Health care; Medicine; Acute care; Coronavirus disease 2019 (COVID-19); Medical emergency; Business; Infectious disease (medical specialty); Economics; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002848871,0.0002020275,0.0002356317,0.0000304564,0.002712943,0.00002311619,0.0009534706,0.0001771272,0.0006220602],"category_scores_gemma":[0.0001302095,0.0001447583,0.0002253611,0.00004118979,0.000383191,0.0001067874,0.001492604,0.0005760113,0.000002230945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001936327,"about_ca_system_score_gemma":0.0002485652,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005324347,"about_ca_topic_score_gemma":0.3252729,"domain_scores_codex":[0.9989113,0.00002199577,0.0003431151,0.00024513,0.0002183328,0.0002601923],"domain_scores_gemma":[0.9981464,0.0003805894,0.0003936644,0.0009550868,0.00003496451,0.00008934073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009957966,0.0003451567,0.03458797,0.00480036,0.001419149,0.0000130953,0.8608643,0.003456016,0.0001211672,0.03023928,0.03954156,0.02361616],"study_design_scores_gemma":[0.000737084,0.0002376628,0.001710643,0.0002151611,0.0002282256,0.00003686976,0.0009891078,0.0004970385,0.00001224259,0.004332722,0.9907078,0.0002954497],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1717707,0.009074964,0.007034737,0.1488364,0.00450976,0.08398675,0.01865064,0.0003960269,0.55574],"genre_scores_gemma":[0.9110016,0.002154962,0.002251815,0.005939202,0.0002498586,0.008490164,0.0009643013,0.0001139498,0.06883414],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9511662,"threshold_uncertainty_score":0.9985854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1965655597423216,"score_gpt":0.3351484613446207,"score_spread":0.138582901602299,"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."}}