{"id":"W4210444450","doi":"10.1097/sla.0000000000005403","title":"A Population-based Analysis of the COVID-19 Generated Surgical Backlog and Associated Emergency Department Presentations for Inguinal Hernias and Gallstone Disease","year":2022,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Institute for Clinical Evaluative Sciences; University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Emergency department; Disease; Cholecystectomy; Inguinal hernia; Surgical procedures; Emergency surgery; Reduction (mathematics)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008155129,0.00009703098,0.0004358635,0.0003162779,0.0002339994,0.000004929615,0.00003744426,0.00003340173,0.000249207],"category_scores_gemma":[0.001685097,0.00007949391,0.0002615779,0.0008735096,0.00004667153,0.00002853335,0.00003931845,0.00007262015,6.157909e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004769623,"about_ca_system_score_gemma":0.0006901372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002100124,"about_ca_topic_score_gemma":0.0004303981,"domain_scores_codex":[0.998553,0.0002421514,0.0004747843,0.0001926523,0.0003500145,0.0001874046],"domain_scores_gemma":[0.9979288,0.001032428,0.000298046,0.0001768925,0.000226641,0.0003372158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006868709,0.0002825199,0.9919136,0.0002208922,0.0004798991,0.00001330957,0.0001041482,0.001763248,0.00005127551,0.00003671493,0.004253871,0.0001936923],"study_design_scores_gemma":[0.0005137775,0.00006841258,0.9925754,0.00001245122,0.0006770503,0.000001575724,0.00003323456,0.003248054,0.00003673553,0.00008156618,0.002680828,0.00007088281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787802,0.00110152,0.00002591944,0.01867755,0.00006017854,0.0004140793,0.0009216429,0.0000135344,0.000005416626],"genre_scores_gemma":[0.9961882,0.0002033098,0.00001057756,0.002574313,0.00002389849,0.00007268722,0.0008394138,0.000009622528,0.00007792887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01740809,"threshold_uncertainty_score":0.3241668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3191739993625238,"score_gpt":0.4643131482714914,"score_spread":0.1451391489089677,"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."}}