Artificial neural network prediction of post‐thyroidectomy outcome

The goal of this study was to develop a deep neural network (DNN) for predicting surgical/medical complications and unplanned reoperations following thyroidectomy.

[1]  Jeff Gao,et al.  The Use of Artificial Neural Network to Predict Surgical Outcomes After Inguinal Hernia Repair. , 2020, The Journal of surgical research.

[2]  K. Swaminathan,et al.  Outcomes of parathyroid gland identification and autotransplantation during total thyroidectomy , 2020, European Archives of Oto-Rhino-Laryngology.

[3]  Jun Akatsuka,et al.  Automated acquisition of explainable knowledge from unannotated histopathology images , 2019, Nature Communications.

[4]  J. Curry,et al.  Reconstructive trends and complications following parotidectomy: incidence and predictors in 11,057 cases , 2019, Journal of Otolaryngology - Head & Neck Surgery.

[5]  Dustin R. Biron,et al.  A Novel Machine Learning Model Developed to Assist in Patient Selection for Outpatient Total Shoulder Arthroplasty. , 2019, The Journal of the American Academy of Orthopaedic Surgeons.

[6]  A. Ejaz,et al.  Use of Machine Learning for Prediction of Patient Risk of Postoperative Complications After Liver, Pancreatic, and Colorectal Surgery , 2019, Journal of Gastrointestinal Surgery.

[7]  C. Storlie,et al.  Can machine learning algorithms accurately predict discharge to nonhome facility and early unplanned readmissions following spinal fusion? Analysis of a national surgical registry. , 2019, Journal of neurosurgery. Spine.

[8]  A. Schoenfeld,et al.  Development of Machine Learning Algorithms for Prediction of 30-Day Mortality After Surgery for Spinal Metastasis. , 2018, Neurosurgery.

[9]  S. Wiseman,et al.  American Thyroid Association Statement on Postoperative Hypoparathyroidism: Diagnosis, Prevention, and Management in Adults. , 2018, Thyroid : official journal of the American Thyroid Association.

[10]  Brittany N. Krekeler,et al.  Patient-Reported Dysphagia After Thyroidectomy: A Qualitative Study , 2018, JAMA otolaryngology-- head & neck surgery.

[11]  S. Balasubramanian,et al.  Incidence, prevalence and risk factors for post-surgical hypocalcaemia and hypoparathyroidism. , 2017, Gland surgery.

[12]  Jonathan H. Chen,et al.  Machine Learning and Prediction in Medicine - Beyond the Peak of Inflated Expectations. , 2017, The New England journal of medicine.

[13]  H. Zhang,et al.  Risk factors for post-thyroidectomy haemorrhage: a meta-analysis. , 2017, European journal of endocrinology.

[14]  M. Klau,et al.  Risk of Complications after Thyroidectomy and Parathyroidectomy , 2016, Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery.

[15]  M. Minuto,et al.  Neurological Complications in Thyroid Surgery: A Surgical Point of View on Laryngeal Nerves , 2014, Front. Endocrinol..

[16]  K. Robinson,et al.  Increases in thyroid nodule fine-needle aspirations, operations, and diagnoses of thyroid cancer in the United States. , 2013, Surgery.

[17]  L. Presutti,et al.  The role of early voice therapy in the incidence of motility recovery in unilateral vocal fold paralysis , 2011, Logopedics, phoniatrics, vocology.

[18]  M. Echternach,et al.  Laryngeal complications after thyroidectomy: is it always the surgeon? , 2009, Archives of surgery.

[19]  C. Ko,et al.  Surgeon volume as a predictor of outcomes in inpatient and outpatient endocrine surgery. , 2007, Surgery.

[20]  J. Pereira,et al.  Prevalence of long-term upper aerodigestive symptoms after uncomplicated bilateral thyroidectomy. , 2003, Surgery.

[21]  M. Fried,et al.  Assessment of the morbidity and complications of total thyroidectomy. , 2002, Archives of otolaryngology--head & neck surgery.

[22]  J. Netterville,et al.  Quality-of-Life Assessment in Patients with Unilateral Vocal Cord Paralysis , 2001, Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery.

[23]  M. Ranney,et al.  Beyond the bedside: Clinicians as guardians of public health, medicine and science , 2020, The American Journal of Emergency Medicine.

[24]  Oguzhan Alagoz,et al.  Informatics in radiology: comparison of logistic regression and artificial neural network models in breast cancer risk estimation. , 2010, Radiographics : a review publication of the Radiological Society of North America, Inc.

[25]  E. Rackow Rehospitalizations among patients in the Medicare fee-for-service program. , 2009, The New England journal of medicine.

[26]  E. Mazzaferri Increasing Incidence of Thyroid Cancer in the United States, 1973–2002Davies L, Welch HG (Dept of Veterans Affairs Med Ctr, White River Junction, Vt; Darmouth Med School, Hanover, NH) JAMA 295:2164–2167, 2006§ , 2007 .

[27]  L. Davies,et al.  Increasing incidence of thyroid cancer in the United States, 1973-2002. , 2006, JAMA.