{"id":"W4406980847","doi":"10.1016/j.jpedsurg.2025.162226","title":"Optimizing Proper Waste Management in Pediatric Surgery: An Observational Study","year":2025,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Observational study; Intensive care medicine; General surgery; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001234944,0.0003237289,0.0005042593,0.0006027854,0.0007735504,0.0008624166,0.0004885116,0.00062651,0.00127309],"category_scores_gemma":[0.006274476,0.0003932317,0.0009050842,0.001506657,0.0004933,0.0008520266,0.0008269417,0.001247202,0.0002200543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009661396,"about_ca_system_score_gemma":0.002287544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01321566,"about_ca_topic_score_gemma":0.01662263,"domain_scores_codex":[0.9988008,0.0003877256,0.000200396,0.0001966452,0.000175403,0.000239086],"domain_scores_gemma":[0.9931855,0.001553618,0.003251203,0.0004977171,0.0008275467,0.0006843237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001081889,0.0002027024,0.9979255,0.00002271335,0.00005789661,0.0001007305,0.0002666667,0.00004947774,0.00006278027,0.00002367727,0.0001837504,0.0009957085],"study_design_scores_gemma":[0.00001770906,0.0005869349,0.9944693,0.00005093619,0.00008614969,0.0006756749,0.002578125,0.0004441581,0.0001373044,0.00007632003,0.0008601075,0.00001731437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991673,0.00009217803,0.0001269819,0.00004243371,0.000004008119,0.00001451371,0.0003231863,0.000001712618,0.0002277489],"genre_scores_gemma":[0.9988825,0.0001663352,0.0002438229,0.00005930249,0.000007889298,0.00002183024,0.0005499723,0.000003230535,0.00006524052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01321566,"threshold_uncertainty_score":0.02627748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.180980317212815,"score_gpt":0.3454806996929832,"score_spread":0.1645003824801683,"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."}}