Retinal photograph-based deep learning algorithms for myopia and a blockchain platform to facilitate artificial intelligence medical research: a retrospective multicohort study.

[1]  Matthew B. Blaschko,et al.  Pathological myopia classification with simultaneous lesion segmentation using deep learning , 2020, Comput. Methods Programs Biomed..

[2]  C. Klaver,et al.  The Complications of Myopia: A Review and Meta-Analysis , 2020, Investigative ophthalmology & visual science.

[3]  Yue Zhang,et al.  DeepChain: Auditable and Privacy-Preserving Deep Learning with Blockchain-Based Incentive , 2019, IEEE Transactions on Dependable and Secure Computing.

[4]  T. Wong,et al.  CHARACTERIZATION OF THE CHOROIDAL VASCULATURE IN MYOPIC MACULOPATHY WITH OPTICAL COHERENCE TOMOGRAPHIC ANGIOGRAPHY. , 2019, Retina.

[5]  Rick Siow Mong Goh,et al.  Multi-Instance Multi-Scale CNN for Medical Image Classification , 2019, MICCAI.

[6]  George Church,et al.  The Advent of Human Life Data Economics. , 2019, Trends in molecular medicine.

[7]  J. Ainsworth,et al.  Blockchain in health care: hype, trust, and digital health , 2019, The Lancet.

[8]  T. Burki.  Pharma blockchains AI for drug development , 2019, The Lancet.

[9]  Tsung-Ting Kuo,et al.  Comparison of blockchain platforms: a systematic review and healthcare examples , 2019, J. Am. Medical Informatics Assoc..

[10]  D. Heaven.  Bitcoin for the biological literature , 2019, Nature.

[11]  Saffya Benniche.  Using blockchain technology to recycle cancer drugs. , 2019, The Lancet. Oncology.

[12]  Pan Li,et al.  When Machine Learning Meets Blockchain: A Decentralized, Privacy-preserving and Secure Design , 2018, 2018 IEEE International Conference on Big Data (Big Data).

[13]  T. Wong,et al.  Prevalence, Risk Factors, and Impact of Myopic Macular Degeneration on Visual Impairment and Functioning Among Adults in Singapore. , 2018, Investigative ophthalmology & visual science.

[14]  My T. Thai,et al.  AI and Blockchain: A Disruptive Integration , 2018, Computer.

[15]  M. Abràmoff,et al.  Pivotal trial of an autonomous AI-based diagnostic system for detection of diabetic retinopathy in primary care offices , 2018, npj Digital Medicine.

[16]  T. Wong,et al.  Trends of Visual Impairment and Blindness in the Singapore Chinese Population over a Decade , 2018, Scientific Reports.

[17]  Geraint Rees,et al.  Clinically applicable deep learning for diagnosis and referral in retinal disease , 2018, Nature Medicine.

[18]  K. Naidoo,et al.  Global prevalence of visual impairment associated with myopic macular degeneration and temporal trends from 2000 through 2050: systematic review, meta-analysis and modelling , 2018, British Journal of Ophthalmology.

[19]  Ijazul Haq,et al.  Blockchain Technology in Pharmaceutical Industry to Prevent Counterfeit Drugs , 2018 .

[20]  Lucila Ohno-Machado,et al.  ModelChain: Decentralized Privacy-Preserving Healthcare Predictive Modeling Framework on Private Blockchain Networks , 2018, ArXiv.

[21]  Gregory S. Corrado,et al.  Deep learning for predicting refractive error from retinal fundus images , 2017, Investigative ophthalmology & visual science.

[22]  E. Finkelstein,et al.  Development and Validation of a Deep Learning System for Diabetic Retinopathy and Related Eye Diseases Using Retinal Images From Multiethnic Populations With Diabetes , 2017, JAMA.

[23]  Hans Limburg,et al.  Global causes of blindness and distance vision impairment 1990-2020: a systematic review and meta-analysis. , 2017, The Lancet. Global health.

[24]  P. Mitchell,et al.  Myopic Choroidal Neovascularization: Review, Guidance, and Consensus Statement on Management. , 2017, Ophthalmology.

[25]  Amanda N. French,et al.  The epidemics of myopia: Aetiology and prevention , 2017, Progress in Retinal and Eye Research.

[26]  P. Lakhani,et al.  Deep Learning at Chest Radiography: Automated Classification of Pulmonary Tuberculosis by Using Convolutional Neural Networks. , 2017, Radiology.

[27]  Avanti Shrikumar,et al.  Learning Important Features Through Propagating Activation Differences , 2017, ICML.

[28]  T. Wong,et al.  Is Choroidal or Scleral Thickness Related to Myopic Macular Degeneration? , 2017, Investigative ophthalmology & visual science.

[29]  Sebastian Thrun,et al.  Dermatologist-level classification of skin cancer with deep neural networks , 2017, Nature.

[30]  Philippe Ravaud,et al.  Blockchain protocols in clinical trials: Transparency and traceability of consent , 2017, F1000Research.

[31]  Subhashini Venugopalan,et al.  Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs. , 2016, JAMA.

[32]  Gabriëlle H S Buitendijk,et al.  Association of Axial Length With Risk of Uncorrectable Visual Impairment for Europeans With Myopia. , 2016, JAMA ophthalmology.

[33]  T. Lai,et al.  Updates of pathologic myopia , 2016, Progress in Retinal and Eye Research.

[34]  K. Naidoo,et al.  Global Prevalence of Myopia and High Myopia and Temporal Trends from 2000 through 2050. , 2016, Ophthalmology.

[35]  M. He,et al.  Effect of Time Spent Outdoors at School on the Development of Myopia Among Children in China: A Randomized Clinical Trial. , 2015, JAMA.

[36]  Geoffrey E. Hinton,et al.  Deep Learning , 2015, Nature.

[37]  Tien Yin Wong,et al.  International photographic classification and grading system for myopic maculopathy. , 2015, American journal of ophthalmology.

[38]  P. Mitchell,et al.  Myopia-related fundus changes in Singapore adults with high myopia. , 2013, American journal of ophthalmology.

[39]  Jing Sun,et al.  High prevalence of myopia and high myopia in 5060 Chinese university students in Shanghai. , 2012, Investigative ophthalmology & visual science.

[40]  Muka Moriyama,et al.  Long-term development of significant visual field defects in highly myopic eyes. , 2011, American journal of ophthalmology.

[41]  M. Mochizuki,et al.  Long-term pattern of progression of myopic maculopathy: a natural history study. , 2010, Ophthalmology.

[42]  P. Mitchell,et al.  Methodology of the Singapore Indian Chinese Cohort (SICC) Eye Study: Quantifying ethnic variations in the epidemiology of eye diseases in Asians , 2009, Ophthalmic epidemiology.

[43]  T. Wong,et al.  Retinal Vascular Caliber and Diabetes in a Multiethnic Asian Population , 2009, Microcirculation.

[44]  T. Wong,et al.  Rationale and Methodology for a Population-Based Study of Eye Diseases in Malay People: The Singapore Malay Eye Study (SiMES) , 2007, Ophthalmic epidemiology.

[45]  J. Jonas,et al.  Causes of blindness and visual impairment in urban and rural areas in Beijing: the Beijing Eye Study. , 2006, Ophthalmology.

[46]  M. Mochizuki,et al.  Patchy atrophy and lacquer cracks predispose to the development of choroidal neovascularisation in pathological myopia , 2003, The British journal of ophthalmology.

[47]  Justyna A. Karolak,et al.  IGF-1 gene polymorphisms in Polish families with high-grade myopia , 2011, Molecular vision.

[48]  M. Modat,et al.  Variational Encoder-Decoder for Joint Modality Completion and Segmentation p . In Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 , 2019 .

[49]  Philippe Ravaud,et al.  Blockchain protocols in clinical trials: Transparency and traceability of consent , 2017, F1000Research.

[50]  Paul Mitchell,et al.  Epidemiology and disease burden of pathologic myopia and myopic choroidal neovascularization: an evidence-based systematic review. , 2014, American journal of ophthalmology.