{"id":"W4386392880","doi":"10.1002/lary.31005","title":"Environmental Sustainability: Waste Audit Comparison Operating Roomand In‐Office Laryngeal Surgery","year":2023,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Audit; Medical waste; Hospital waste; Waste management; Surgery; Business","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":[0.001150724,0.0002137426,0.0004536457,0.0001536915,0.0002212542,0.00003404609,0.000149639,0.00008149425,0.0001994878],"category_scores_gemma":[0.00007774313,0.0001612717,0.0001005271,0.0004139215,0.0001221783,0.0001175289,0.0003355521,0.0003628297,0.0006038541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004173641,"about_ca_system_score_gemma":0.00007282283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004164389,"about_ca_topic_score_gemma":0.0001185042,"domain_scores_codex":[0.997884,0.0002011851,0.0004972639,0.0003856837,0.0004099339,0.0006219467],"domain_scores_gemma":[0.9990296,0.0002481225,0.00007358821,0.0004905357,0.000006856812,0.0001513254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003912788,0.0007834787,0.8705319,0.0009456828,0.0001514133,0.000933308,0.003311351,0.002655315,0.002039812,0.00008593123,0.03976589,0.0784046],"study_design_scores_gemma":[0.001240336,0.0003362174,0.9274947,0.0002142069,0.00008717076,0.00003546898,0.0172287,0.007180413,0.001040632,0.00007387497,0.0447014,0.0003668954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839118,0.0004092607,0.00001363814,0.0122442,0.0001739861,0.0008777583,0.000009001906,0.00009942233,0.002260982],"genre_scores_gemma":[0.9949386,0.0002906543,0.00003020316,0.001525688,0.0001996876,0.00007917715,0.000119591,0.00004014183,0.002776298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0780377,"threshold_uncertainty_score":0.7761525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02734685309745294,"score_gpt":0.2941853189164339,"score_spread":0.266838465818981,"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."}}