{"id":"W4408895400","doi":"10.1055/s-0045-1806604","title":"Carbon footprint of routine endoscopic procedures – a comprehensive assessment in three US endoscopy units","year":2025,"lang":"en","type":"article","venue":"Endoscopy","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Endoscopy; Carbon footprint; Footprint; General surgery; Surgery; Archaeology","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":[0.0006501941,0.0003579024,0.0003137797,0.00117459,0.000594129,0.0009856838,0.0004950898,0.0007616854,0.0006918919],"category_scores_gemma":[0.001041281,0.0002766612,0.0008405505,0.0026064,0.0005363076,0.0007863311,0.001324366,0.0003772342,0.0001305699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002053103,"about_ca_system_score_gemma":0.001088493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07143247,"about_ca_topic_score_gemma":0.1569802,"domain_scores_codex":[0.99941,0.0001344758,0.00006587451,0.00008558993,0.0001871638,0.0001168636],"domain_scores_gemma":[0.9985631,0.0001901061,0.0005687722,0.00007146916,0.0003425636,0.0002639185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000279316,0.000181465,0.9862912,0.0000491278,0.0002037269,0.0002086131,0.0005108521,0.001401739,0.0008254359,0.00007583525,0.0003058053,0.00966681],"study_design_scores_gemma":[0.00000132077,0.0001017676,0.9978879,0.000008740651,0.00002248546,0.0000824732,0.000745923,0.0007274567,0.0001039385,0.0000292274,0.0002812918,0.000007438745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988692,0.0001174615,0.00008978884,0.00005282724,0.000001163735,0.00001093781,0.0004564128,0.000003716302,0.000398434],"genre_scores_gemma":[0.9989436,0.000127197,0.0001988879,0.00003606528,0.000003553331,0.00001004465,0.0005321009,0.000002379543,0.0001462464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07143247,"threshold_uncertainty_score":0.1420334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04137092011264856,"score_gpt":0.3372972283726612,"score_spread":0.2959263082600126,"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."}}