{"id":"W4313004037","doi":"10.1093/bjs/znac245.069","title":"EP-269 An Audit of Carbon Emissions Generated by Virtual and In-Person Clinic Appointments During The COVID-19 Pandemic","year":2022,"lang":"en","type":"article","venue":"British journal of surgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Upper River Valley Hospital; Mount Allison University","funders":"","keywords":"Medicine; Audit; Coronavirus disease 2019 (COVID-19); Carbon footprint; Pandemic; Medical emergency; 2019-20 coronavirus outbreak; Emergency medicine; Greenhouse gas; Family 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":[0.002536486,0.0002286365,0.0002273018,0.001619947,0.0007869296,0.0007106818,0.0005045105,0.0002736958,0.002540425],"category_scores_gemma":[0.006257499,0.0002925385,0.0002179443,0.001785418,0.0004495978,0.0003521771,0.001049698,0.0004585327,0.0004019248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00157077,"about_ca_system_score_gemma":0.001668733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01549577,"about_ca_topic_score_gemma":0.02143696,"domain_scores_codex":[0.9969668,0.00117897,0.0003870578,0.0002308035,0.0008784382,0.0003579702],"domain_scores_gemma":[0.988156,0.002827725,0.004181883,0.0007823343,0.003071027,0.0009810936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001063343,0.0004484693,0.9649426,0.0002806998,0.00003818247,0.000693527,0.001006124,0.0004953656,0.002110204,0.00008159938,0.001858829,0.02698101],"study_design_scores_gemma":[0.00002090653,0.001081398,0.9943683,0.00004296944,0.00001529082,0.000209956,0.001178084,0.0004576135,0.00112424,0.00001782103,0.001468169,0.00001526947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933576,0.0001425535,0.0003855943,0.000126029,0.00001833965,0.0003823025,0.002851609,0.00003087254,0.002705111],"genre_scores_gemma":[0.9967412,0.0001284682,0.0007179722,0.00007334006,0.00001921473,0.0001457205,0.001218378,0.000007590428,0.0009481157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01549577,"threshold_uncertainty_score":0.03081119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.119344223670519,"score_gpt":0.3684005048119947,"score_spread":0.2490562811414756,"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."}}