Retinal photograph-based deep learning system for detection of hyperthyroidism: a multicenter, diagnostic study

[1] Mullur R(2014)Thyroid hormone regulation of metabolism Physiol Rev 94 355-undefined

[2] Liu YY(2016)Hyperthyroidism Lancet 87 489-undefined

[3] Brent GA(2002)Serum TSH, T(4), and thyroid antibodies in the United States population (1988 to 1994) national health and nutrition examination survey (NHANES III) J Clin Endocrinol Metab 26 1343-undefined

[4] De Leo S(2016)2016 american thyroid association guidelines for diagnosis and management of hyperthyroidism and other causes of thyrotoxicosis Thyroid 99 923-undefined

[5] Lee SY(2014)The incidence and prevalence of thyroid dysfunction in Europe: a meta-analysis J Clin Endocrinol Metab 268 506-undefined

[6] Braverman LE(2018)Hyperthyroidism is underdiagnosed and undertreated in 3336 patients: an opportunity for improvement and intervention Ann Surg 521 436-undefined

[7] Hollowell JG(2015)Deep learning Nature 2 158-undefined

[8] Staehling NW(2018)Prediction of cardiovascular risk factors from retinal fundus photographs via deep learning Nature Biomed Eng 59 2861-undefined

[9] Flanders WD(2018)Deep learning for predicting refractive error from retinal fundus images Invest Ophthalmol Visual Sci 76 714-undefined

[10] Ross DS(2019)Augmented bladder tumor detection using deep learning Eur Urol 316 2402-undefined

[1] Mullur R(2014)Thyroid hormone regulation of metabolism Physiol Rev 94 355-undefined

[2] Liu YY(2016)Hyperthyroidism Lancet 87 489-undefined

[3] Brent GA(2002)Serum TSH, T(4), and thyroid antibodies in the United States population (1988 to 1994) national health and nutrition examination survey (NHANES III) J Clin Endocrinol Metab 26 1343-undefined

[4] De Leo S(2016)2016 american thyroid association guidelines for diagnosis and management of hyperthyroidism and other causes of thyrotoxicosis Thyroid 99 923-undefined

[5] Lee SY(2014)The incidence and prevalence of thyroid dysfunction in Europe: a meta-analysis J Clin Endocrinol Metab 268 506-undefined

[6] Braverman LE(2018)Hyperthyroidism is underdiagnosed and undertreated in 3336 patients: an opportunity for improvement and intervention Ann Surg 521 436-undefined

[7] Hollowell JG(2015)Deep learning Nature 2 158-undefined

[8] Staehling NW(2018)Prediction of cardiovascular risk factors from retinal fundus photographs via deep learning Nature Biomed Eng 59 2861-undefined

[9] Flanders WD(2018)Deep learning for predicting refractive error from retinal fundus images Invest Ophthalmol Visual Sci 76 714-undefined

[10] Ross DS(2019)Augmented bladder tumor detection using deep learning Eur Urol 316 2402-undefined