{"id":"W2783911217","doi":"10.1016/j.amjsurg.2018.01.006","title":"Risk of major complications following thyroidectomy and parathyroidectomy: Utility of the NSQIP surgical risk calculator","year":2018,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Parathyroidectomy; Thyroidectomy; Thyroid; Surgery; Retrospective cohort study; General surgery; Parathyroid hormone; Internal 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":[0.003643286,0.0002515406,0.001380349,0.0002226533,0.0002835391,0.00001683258,0.0003104318,0.00005867577,0.00003585569],"category_scores_gemma":[0.001309472,0.0001357673,0.001097915,0.001011004,0.001997396,0.0001121923,0.000109124,0.0005993981,0.000006001077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002937622,"about_ca_system_score_gemma":0.0004458179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003303096,"about_ca_topic_score_gemma":0.000008368213,"domain_scores_codex":[0.9964607,0.0009686846,0.001334704,0.0002379724,0.0006419544,0.0003559796],"domain_scores_gemma":[0.9917177,0.003954344,0.002734449,0.0008544729,0.0004829868,0.0002560566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001142762,0.0002042956,0.9834976,0.00001386093,0.0006673553,0.00002815121,0.0005276017,0.000003617383,0.006035937,0.00004300636,0.003349512,0.004486305],"study_design_scores_gemma":[0.0008492819,0.000236007,0.9892421,0.0001136936,0.0006954896,0.0006066861,0.0006015202,0.0001168411,0.004906793,0.000269085,0.00221535,0.0001471824],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995027,0.002823788,0.000184824,0.0008717596,0.0003448353,0.0001973673,0.00005823477,0.0000140769,0.0004781112],"genre_scores_gemma":[0.9983594,0.0008126452,0.0002468264,0.0001707805,0.0003404847,0.000003965993,0.000001615805,0.0000285626,0.00003569016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005744475,"threshold_uncertainty_score":0.7359488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02211842604360618,"score_gpt":0.2862620659063881,"score_spread":0.2641436398627819,"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."}}