{"id":"W3024298407","doi":"10.1093/occmed/kqaa094","title":"COVID-19 in Canada and the use of Personal Protective Equipment","year":2020,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"Disaster Response and Management","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; University of Toronto; University of Alberta; St. Michael's Hospital","funders":"","keywords":"Personal protective equipment; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Betacoronavirus; Virology; Coronavirus Infections; Medicine; Environmental health; Outbreak; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003484278,0.00005604698,0.000147938,0.00003195421,0.00008640914,9.341168e-7,0.00005151348,0.00001529026,0.0006079935],"category_scores_gemma":[0.001938607,0.00003250931,0.000008336291,0.0001164364,0.00009529528,0.00003279592,0.00006750682,0.0001310727,0.000002869345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002914702,"about_ca_system_score_gemma":0.002214924,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7876518,"about_ca_topic_score_gemma":0.670709,"domain_scores_codex":[0.9989339,0.0003076398,0.0002468765,0.0001086613,0.0002937379,0.0001091623],"domain_scores_gemma":[0.9986711,0.0009881125,0.0000981731,0.00005672116,0.00004023973,0.0001456781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02010405,0.00007023833,0.3889374,0.00168129,0.0001894418,0.00006981437,0.2104284,0.0003444225,0.0001464234,0.05939363,0.3117557,0.006879178],"study_design_scores_gemma":[0.01594825,0.0002996465,0.5796919,0.0004269124,0.00005899892,0.000001572613,0.04306564,0.006904521,0.00000452334,0.001362504,0.3520636,0.0001719206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.756447,0.0002012416,0.005146769,0.2322526,0.0002543918,0.003288023,0.00008537205,0.00001616102,0.002308413],"genre_scores_gemma":[0.9493776,0.00001220766,0.00007113926,0.05000048,0.00007880612,0.0001745901,0.00001380604,0.000003760139,0.0002675906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1929306,"threshold_uncertainty_score":0.6657102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2258164448326829,"score_gpt":0.4245799439362228,"score_spread":0.1987634991035399,"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."}}