{"id":"W4376603675","doi":"10.1177/08404704231168752","title":"Reusable personal protective equipment in Canadian healthcare: Safe, secure, and sustainable","year":2023,"lang":"en","type":"review","venue":"Healthcare Management Forum","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"North York General Hospital; Public Health Ontario; University of Toronto; University Health Network; Vancouver Coastal Health; START Clinic; Canadian Coalition for Global Health Research","funders":"Environment and Climate Change Canada","keywords":"Personal protective equipment; Face shield; Business; Health care; Coronavirus disease 2019 (COVID-19); Respirator; Computer security; Operations management; Internet privacy; Medical emergency; Computer science; Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002033435,0.0009966607,0.002504953,0.00225285,0.0005999707,0.0001014886,0.000330693,0.0006527173,0.00008450574],"category_scores_gemma":[0.00004323526,0.0009578429,0.0003543166,0.001679461,0.0001194304,0.0001537864,0.001002378,0.001420418,0.0003568996],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008995593,"about_ca_system_score_gemma":0.001507017,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4684749,"about_ca_topic_score_gemma":0.3542188,"domain_scores_codex":[0.9915382,0.0004551111,0.00150942,0.001670614,0.0008938141,0.003932835],"domain_scores_gemma":[0.9967803,0.00006894395,0.00036266,0.0009064185,0.00007235112,0.001809342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004989699,0.00009939229,0.0004485923,0.2534032,0.0003486142,0.00352875,0.0003141262,6.739764e-7,2.88121e-9,0.01632365,0.007603813,0.7178794],"study_design_scores_gemma":[0.000784472,0.0006543871,0.0004875835,0.02112279,0.0003414304,0.00009280292,0.00621176,0.00002897121,3.789601e-8,0.0006646343,0.9689499,0.0006612213],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001101075,0.9388765,0.000009126426,0.03328961,0.000340052,0.01649514,0.0001322084,0.0001616986,0.01068466],"genre_scores_gemma":[0.0004859567,0.9641338,0.0001901398,0.003861636,0.0001568903,0.003326614,0.0006530988,0.0002597487,0.02693214],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9613461,"threshold_uncertainty_score":0.9992872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04831923806444108,"score_gpt":0.3474913451019971,"score_spread":0.299172107037556,"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."}}