{"id":"W3186648026","doi":"10.1016/j.amjsurg.2021.07.009","title":"Impact of the COVID-19 pandemic on the practice of endocrine surgery","year":2021,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Rutgers Cancer Institute of New Jersey","keywords":"Coronavirus disease 2019 (COVID-19); Medicine; Pandemic; Endocrine system; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Endocrine surgery; Thyroid; 2019-20 coronavirus outbreak; Clinical Practice; General surgery; Surgery; Family medicine; Internal medicine; Hormone; Virology; Disease; Outbreak; Infectious disease (medical specialty)","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":[0.001225633,0.0001510216,0.0001186117,0.0007857824,0.0007207542,0.001036264,0.0003224965,0.0004833936,0.005430275],"category_scores_gemma":[0.00762555,0.00008880172,0.0002285402,0.0007911156,0.0007225196,0.0006950519,0.001767247,0.0008184669,0.0004657837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001637364,"about_ca_system_score_gemma":0.002711082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01408845,"about_ca_topic_score_gemma":0.01880136,"domain_scores_codex":[0.9978071,0.0006487985,0.0001500373,0.0001269031,0.0006325225,0.0006346612],"domain_scores_gemma":[0.9895192,0.001910908,0.004425526,0.0001994831,0.00137079,0.002574063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006593485,0.0001390936,0.9723274,0.00009929742,0.00001931517,0.0003584082,0.001025322,0.0002006385,0.0003083108,0.0004145027,0.003590672,0.02145111],"study_design_scores_gemma":[0.00000405399,0.0001304113,0.9847535,0.0001698704,0.000007061039,0.0004630853,0.006872248,0.0001890022,0.0001134952,0.0001605378,0.00712461,0.00001219124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671743,0.001877897,0.0002078958,0.009528395,0.000184741,0.00004154562,0.0009532758,0.00001540289,0.02001667],"genre_scores_gemma":[0.9967698,0.001095507,0.0001609164,0.001003584,0.0001396174,0.00001279125,0.0003373091,0.000004114724,0.0004764164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01408845,"threshold_uncertainty_score":0.02801287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1621698113279995,"score_gpt":0.443308819268471,"score_spread":0.2811390079404715,"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."}}