{"id":"W4383736809","doi":"10.3390/surgeries4030035","title":"Lasting Impact of COVID-19 on Bariatric Surgery Delivery in North America: A Retrospective International Cohort Study of 349,209 Patients in 902 Centers","year":2023,"lang":"en","type":"article","venue":"Surgeries","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Medicine; Sleeve gastrectomy; Gastric bypass; Coronavirus disease 2019 (COVID-19); Cohort; Retrospective cohort study; Surgery; Single Center; General surgery; Obesity; Weight loss; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001428908,0.000289488,0.0003587824,0.001036889,0.0007696647,0.001010285,0.0007851828,0.0004282291,0.001497815],"category_scores_gemma":[0.002371291,0.0005095719,0.0005550348,0.002161411,0.0005659574,0.0009827727,0.001349737,0.0007997524,0.0002769502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001227016,"about_ca_system_score_gemma":0.0009997798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0211398,"about_ca_topic_score_gemma":0.03320953,"domain_scores_codex":[0.9985392,0.0002834221,0.0001874194,0.0004170897,0.0002485509,0.0003243713],"domain_scores_gemma":[0.9956024,0.0004588137,0.002428076,0.0003845634,0.000291159,0.0008351146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002504849,0.00001301413,0.9994881,0.000002763453,0.00001642488,0.00002297286,0.00004984143,0.00001217422,0.00004354749,0.000007551941,0.00006611853,0.0002523593],"study_design_scores_gemma":[0.000003123294,0.00003644197,0.9993691,0.000004515887,0.000008913531,0.00007998627,0.0002816706,0.00006069971,0.00002225005,0.000004785739,0.000125557,0.00000297352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988255,0.0001456204,0.0000516421,0.00005712423,0.000005098336,0.0000101603,0.000659358,0.00000259742,0.0002429157],"genre_scores_gemma":[0.9988733,0.00008344592,0.00005576218,0.00005042144,0.00001052381,0.00001453368,0.0008179312,0.000002734649,0.00009143789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0211398,"threshold_uncertainty_score":0.04203349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02300161112422636,"score_gpt":0.2923994832401713,"score_spread":0.2693978721159449,"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."}}