{"id":"W3210017885","doi":"10.1245/s10434-021-10923-0","title":"Surgical Case Volume has an Impact on Outcomes for Patients with Lateral Neck Disease in Thyroid Cancer","year":2021,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Hospital; Institute for Work & Health; Princess Margaret Cancer Centre; University of Toronto; University Health Network; Public Health Ontario; Women's College Hospital","funders":"","keywords":"Medicine; Surgical oncology; Neck dissection; Thyroid cancer; Confidence interval; Hazard ratio; Dissection (medical); Cohort; Surgery; Thyroidectomy; Proportional hazards model; Cohort study; Population; Cancer; Thyroid; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008470927,0.0002052502,0.0003236462,0.0009641658,0.0006591062,0.001870582,0.0009141362,0.0007186952,0.008038079],"category_scores_gemma":[0.01063802,0.0002051719,0.001186747,0.001600825,0.0004539101,0.001280279,0.001235371,0.001142068,0.0006471281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001107408,"about_ca_system_score_gemma":0.001161511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004068491,"about_ca_topic_score_gemma":0.01024126,"domain_scores_codex":[0.9989054,0.0002214668,0.000153143,0.0001192438,0.000305157,0.000295545],"domain_scores_gemma":[0.9931554,0.002192623,0.002575975,0.0002034308,0.0004689446,0.001403502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001389019,0.00005171971,0.9918086,0.000030186,0.0001191983,0.0003060169,0.000109551,0.0002592453,0.0001482211,0.0001264028,0.0009580296,0.005943772],"study_design_scores_gemma":[0.00001084196,0.0001080616,0.9946191,0.00004799143,0.0001064948,0.00153037,0.00121072,0.0005649902,0.00007891289,0.0006171299,0.001086501,0.00001879742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876599,0.002187124,0.0002113094,0.002244627,0.0001952156,0.0000134442,0.0009787058,0.00002029291,0.006489525],"genre_scores_gemma":[0.9976043,0.0005442427,0.0001109866,0.0002153551,0.0001885292,0.000006083045,0.0007765745,0.00001646832,0.0005375895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008038079,"threshold_uncertainty_score":0.02689004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07661428723631183,"score_gpt":0.3994220938963868,"score_spread":0.3228078066600749,"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."}}