{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00368479,0.0004009016,0.0005550782,0.004087711,0.0006357997,0.001537779,0.0006819083,0.0006739882,0.005067263],"category_scores_gemma":[0.007314419,0.000244112,0.0009065601,0.003471672,0.0007750479,0.0008851291,0.001606093,0.000345245,0.0005439534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00179628,"about_ca_system_score_gemma":0.002034311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002849713,"about_ca_topic_score_gemma":0.004959432,"domain_scores_codex":[0.9938129,0.001429438,0.0009803548,0.0003606213,0.003045929,0.0003707593],"domain_scores_gemma":[0.9874723,0.002813278,0.006027208,0.0004621044,0.002829322,0.0003957756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003216664,0.0009463851,0.854925,0.002756842,0.0003296235,0.0006990305,0.0009035599,0.001159917,0.004852326,0.0003147119,0.0006955317,0.1292003],"study_design_scores_gemma":[0.00006924041,0.009854382,0.9530787,0.001252417,0.000482421,0.001948387,0.005826405,0.001016536,0.01781143,0.0005641014,0.008024343,0.00007163822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895464,0.002245094,0.001655992,0.0001447098,0.00003660515,0.0004673139,0.001302022,0.00003041053,0.004571517],"genre_scores_gemma":[0.9924252,0.00173912,0.003147557,0.00007452638,0.00002725197,0.0001920444,0.001005247,0.00001527441,0.001373865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005067263,"threshold_uncertainty_score":0.01948726,"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."}}