{"id":"W3123313124","doi":"10.12927/hcq.2020.26395","title":"Decontaminating N95 Respirators for Reuse in a Hospital Setting","year":2021,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute","funders":"","keywords":"Respirator; Reuse; Medical emergency; Best practice; Business; Medicine; Operations management; Waste management; Engineering; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004724565,0.0001690695,0.000341833,0.0001214272,0.0001128334,0.00002519027,0.00009222391,0.0001225773,0.00002289066],"category_scores_gemma":[0.0001627208,0.000179964,0.0001033804,0.0002338666,0.00002219075,0.00009891072,0.00003780462,0.0002525918,0.00002856089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004040067,"about_ca_system_score_gemma":0.0002484915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004085095,"about_ca_topic_score_gemma":0.001061191,"domain_scores_codex":[0.9980441,0.0001185523,0.0005694673,0.0004713822,0.0002320263,0.0005644757],"domain_scores_gemma":[0.9989048,0.0001139419,0.0001013619,0.0005519051,0.00007206775,0.0002559783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001326613,0.0005413405,0.0703727,0.002548574,0.000040886,0.0009283958,0.01400365,0.000002084887,0.0005219808,0.0007783523,0.002616773,0.9075126],"study_design_scores_gemma":[0.01432731,0.02785536,0.6099474,0.004182946,0.0001471729,0.0002850367,0.1667749,0.001427923,0.002698147,0.002542056,0.1681992,0.001612467],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9267278,0.0007261197,0.0002203463,0.0701874,0.0003232433,0.001094286,0.00001961044,0.00006249797,0.0006387055],"genre_scores_gemma":[0.9884257,0.00002940235,0.005733102,0.004898467,0.0002428334,0.0001839159,0.0000745234,0.00004145813,0.0003705929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9059001,"threshold_uncertainty_score":0.7338717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720543159851998,"score_gpt":0.3115686731840689,"score_spread":0.2943632415855489,"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."}}