{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002151911,0.0001083645,0.0005110141,0.0002389029,0.0002319174,0.00002028341,0.0000929463,0.00006759988,0.0002665408],"category_scores_gemma":[0.001363848,0.0001014615,0.000121256,0.0003057671,0.00007654391,0.00009572641,0.00004889741,0.0007057821,2.780223e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004252319,"about_ca_system_score_gemma":0.001604344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002052031,"about_ca_topic_score_gemma":0.0001816157,"domain_scores_codex":[0.9979181,0.0004179521,0.0007482738,0.0001697325,0.0004711074,0.0002748061],"domain_scores_gemma":[0.9980837,0.0006907071,0.000475471,0.000130316,0.00008885833,0.0005310019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001037554,0.0003608649,0.9542831,0.0002114532,0.00008818279,0.002420263,0.0007960139,0.00005759026,0.01478487,3.9334e-7,0.0122819,0.01367777],"study_design_scores_gemma":[0.004464538,0.000802398,0.9565696,0.0007391776,0.0001228475,0.02552029,0.003462414,0.0001133748,0.000417781,0.00003405078,0.007497036,0.0002565521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915259,0.005336607,0.00000312249,0.002587097,0.0002954644,0.0001607555,0.00005984848,0.00001189306,0.00001934405],"genre_scores_gemma":[0.9935567,0.003538815,0.00000754386,0.002394891,0.0001658458,0.000005930295,0.00001608143,0.00002026741,0.000293957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02310002,"threshold_uncertainty_score":0.413748,"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."}}