{"id":"W4229333149","doi":"10.1016/j.jclinane.2022.110881","title":"A global cross-sectional survey of personal protective equipment practices from 125 institutions in 37 countries during the COVID-19 pandemic","year":2022,"lang":"en","type":"letter","venue":"Journal of Clinical Anesthesia","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"Masimo Foundation for Ethics, Innovation, and Competition in Healthcare; Anesthesia Patient Safety Foundation","keywords":"Coronavirus disease 2019 (COVID-19); Personal protective equipment; Pandemic; Medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Cross-sectional study; Virology; Internal medicine; Pathology","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006209069,0.0002288262,0.0009605284,0.0001491227,0.0002812189,0.00006891545,0.000240374,0.0005806354,0.0008612371],"category_scores_gemma":[0.007761641,0.0001545304,0.0005755032,0.0003263245,0.0004152619,0.0002365609,0.0000490864,0.00307628,0.000006069352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008771488,"about_ca_system_score_gemma":0.003954935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002319442,"about_ca_topic_score_gemma":0.0005711349,"domain_scores_codex":[0.9944072,0.001576499,0.00225385,0.0003108389,0.001223921,0.0002276911],"domain_scores_gemma":[0.9906939,0.003390336,0.004859438,0.0001913734,0.0007366291,0.0001282769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006345453,0.0002893398,0.9855564,0.000133453,0.0004131212,0.0009747153,0.00009825096,0.0002960412,0.000002190065,0.00001150897,0.005828454,0.00005111652],"study_design_scores_gemma":[0.002834789,0.0005868517,0.8017081,0.00007746755,0.0001460211,0.003412504,0.00002579212,0.0000873438,3.990368e-7,0.0001186707,0.1908943,0.0001077782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8928566,0.0004132239,0.0003600606,0.1048426,0.0006970931,0.0006098389,0.0001465306,0.000015068,0.0000589736],"genre_scores_gemma":[0.9078473,0.000174454,0.00004078865,0.08808307,0.00347119,0.00004162276,0.000111978,0.00001635106,0.0002132759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1850659,"threshold_uncertainty_score":0.9992236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.216623142676884,"score_gpt":0.4661845447625093,"score_spread":0.2495614020856253,"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."}}