{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001418241,0.0003519056,0.0002375859,0.000485003,0.001453768,0.00131759,0.001074558,0.000735542,0.002062739],"category_scores_gemma":[0.002453017,0.0001709039,0.0003810289,0.0004565487,0.0008751462,0.0006224749,0.001380154,0.00046211,0.0008773049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081954,"about_ca_system_score_gemma":0.004918107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02394802,"about_ca_topic_score_gemma":0.05036903,"domain_scores_codex":[0.9983485,0.0004813374,0.0001579921,0.0001181594,0.0006768521,0.0002172079],"domain_scores_gemma":[0.9989768,0.0001596479,0.0002714677,0.0001446533,0.0003394135,0.0001079286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001327976,0.001178193,0.1031497,0.001300049,0.0001420035,0.007145238,0.00518581,0.003184786,0.2294046,0.002331187,0.0235934,0.622057],"study_design_scores_gemma":[0.0004034507,0.00790293,0.1791869,0.001908978,0.0003278933,0.01864124,0.02939602,0.008043548,0.4913954,0.003965701,0.2584411,0.0003869718],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9332513,0.004597522,0.02760967,0.005717514,0.0004441643,0.0008449788,0.0002380689,0.0005441642,0.02675258],"genre_scores_gemma":[0.9656087,0.002171157,0.02467959,0.001460293,0.00009113941,0.00006147998,0.0001357923,0.00009811702,0.005693642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02394802,"threshold_uncertainty_score":0.04761726,"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."}}