{"id":"W4283034242","doi":"10.1016/j.jss.2022.06.015","title":"A Multicenter Analysis of the Early Impact of COVID-19 on Junior Resident Operative Case Volume","year":2022,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon Regional Health Authority","funders":"","keywords":"Pandemic; Medicine; Confidence interval; Coronavirus disease 2019 (COVID-19); Retrospective cohort study; Family medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Cohort; Demography; Emergency medicine; Surgery; Internal medicine; Infectious disease (medical specialty); Disease","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006178447,0.0001111451,0.000713184,0.001356583,0.0002921955,0.00002210909,0.0003008714,0.00006258444,0.003111328],"category_scores_gemma":[0.00430328,0.00006173257,0.0008730103,0.002527708,0.0002394595,0.00007264455,0.0002564842,0.001561574,0.000003109694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001639272,"about_ca_system_score_gemma":0.003887144,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009481555,"about_ca_topic_score_gemma":0.0002521625,"domain_scores_codex":[0.9943165,0.001781065,0.0008146366,0.0001703125,0.00252095,0.0003965017],"domain_scores_gemma":[0.9946994,0.00243386,0.0003766887,0.0004150647,0.001235359,0.0008396069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03647962,0.002656994,0.8550353,0.0004223826,0.004812604,0.04414727,0.02023566,0.01151601,0.003787791,0.0002295162,0.01851044,0.00216643],"study_design_scores_gemma":[0.009615981,0.0164289,0.9444187,0.0002571694,0.0009765788,0.003479688,0.006725492,0.004172164,0.0006593318,0.00006717457,0.01303412,0.0001646599],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801769,0.0002848585,0.000007964139,0.01885323,0.00005666495,0.0003719571,0.00009017496,0.000002333388,0.0001559164],"genre_scores_gemma":[0.9985433,0.0001599397,0.00001413962,0.0002738192,0.00009010521,0.000005720947,0.000001903503,0.00001157789,0.0008995081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08938345,"threshold_uncertainty_score":0.9978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2190713706885716,"score_gpt":0.5659993410219355,"score_spread":0.3469279703333639,"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."}}