{"id":"W3046246729","doi":"10.1016/j.jhin.2020.07.035","title":"N95 mask reuse in a major urban hospital: COVID-19 response process and procedure","year":2020,"lang":"en","type":"article","venue":"Journal of Hospital Infection","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"Canadian Institutes of Health Research","keywords":"Reuse; Medicine; Operations management; Environmental science; Emergency medicine; Waste management; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005589962,0.0001453039,0.0003119034,0.0002744081,0.00007374187,0.00004586891,0.00005049115,0.0001303586,0.00003975917],"category_scores_gemma":[0.003720682,0.0001228581,0.0001177108,0.0004286719,0.00004186018,0.0004980411,0.00002437656,0.0004128298,0.000007612208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001959725,"about_ca_system_score_gemma":0.0003204596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002569782,"about_ca_topic_score_gemma":0.000007991803,"domain_scores_codex":[0.9988098,0.0000866464,0.0004997907,0.0001809818,0.0002645765,0.0001582373],"domain_scores_gemma":[0.9988159,0.00006493481,0.0004130827,0.0001009866,0.0002751976,0.0003299062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00634648,0.0006448632,0.9768848,0.0004453062,0.00009412964,0.0002249884,0.007202726,0.000186097,0.00279585,0.00003763554,0.004605686,0.0005314198],"study_design_scores_gemma":[0.009423546,0.01545521,0.9614359,0.0002623851,0.0002164079,0.000692513,0.0006351749,0.001875348,0.001168363,0.0004552332,0.008088861,0.0002910477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748682,0.0002255519,0.001665078,0.02223625,0.0004145837,0.0004677262,0.000001986415,0.00004677263,0.00007386498],"genre_scores_gemma":[0.9979769,0.00006795216,0.00009382177,0.001216793,0.0005495152,0.00001277662,0.000002728306,0.00002000999,0.00005952992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02310869,"threshold_uncertainty_score":0.5010009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01267474052787498,"score_gpt":0.2946550119691277,"score_spread":0.2819802714412527,"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."}}