{"id":"W3015782660","doi":"10.1007/s12630-020-01653-0","title":"COVID-19 pandemic: the 3R’s (reduce, refine, and replace) of personal protective equipment (PPE) sustainability","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Personal protective equipment; Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Sustainability; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Business; Virology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.002193333,0.0002565456,0.0006154348,0.0003725085,0.0005428434,0.00008926374,0.0002182654,0.0001688501,0.0002762589],"category_scores_gemma":[0.002515939,0.0001833991,0.0002915178,0.0004255567,0.0003859794,0.0002415351,0.00001042462,0.0009800036,0.000001671897],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001857411,"about_ca_system_score_gemma":0.0147548,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008258084,"about_ca_topic_score_gemma":0.006262366,"domain_scores_codex":[0.99757,0.0002828588,0.0008727676,0.0002405991,0.0004904019,0.0005433725],"domain_scores_gemma":[0.9938582,0.0001426178,0.0008406858,0.0001646027,0.001307237,0.003686725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.008026142,0.0002176627,0.5429183,0.001492777,0.001193235,0.3503434,0.04953015,0.00127121,0.0006952484,0.002012341,0.01713347,0.0251661],"study_design_scores_gemma":[0.002434777,0.002543344,0.04940236,0.0001200445,0.0002990928,0.9106143,0.004530875,0.0003945546,0.00004661969,0.00053414,0.02886141,0.0002184881],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9251162,0.00109172,0.0003678109,0.07253192,0.00011685,0.0005555299,0.000006735605,0.000009907566,0.0002033416],"genre_scores_gemma":[0.9977289,0.00004190949,0.00007560579,0.0012499,0.0006581076,0.00000617149,0.000002807886,0.00002699243,0.0002095395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5602708,"threshold_uncertainty_score":0.998346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02835965466221028,"score_gpt":0.2738584010279196,"score_spread":0.2454987463657094,"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."}}