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Artificial intelligence for retinopathy of prematurity
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In: Curr Opin Ophthalmol (2020)
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Abstract:
PURPOSE OF REVIEW: In this article, we review the current state of artificial intelligence applications in retinopathy of prematurity (ROP) and provide insight on challenges as well as strategies for bringing these algorithms to the bedside. RECENT FINDINGS: In the past few years, there has been a dramatic shift from machine learning approaches based on feature extraction to ‘deep’ convolutional neural networks for artificial intelligence applications. Several artificial intelligence for ROP approaches have demonstrated adequate proof-of-concept performance in research studies. The next steps are to determine whether these algorithms are robust to variable clinical and technical parameters in practice. Integration of artificial intelligence into ROP screening and treatment is limited by generalizability of the algorithms to maintain performance on unseen data and integration of artificial intelligence technology into new or existing clinical workflows. SUMMARY: Real-world implementation of artificial intelligence for ROP diagnosis will require massive efforts targeted at developing standards for data acquisition, true external validation, and demonstration of feasibility. We must now focus on ethical, technical, clinical, regulatory, and financial considerations to bring this technology to the infant bedside to realize the promise offered by this technology to reduce preventable blindness from ROP.
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URL: http://www.ncbi.nlm.nih.gov/pubmed/32694266 http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7891849/ https://doi.org/10.1097/ICU.0000000000000680
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An Ontological Win-Win Model for Requirements Negotiation: Visual Decision-Making Aid for Software Development Teams
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Investigating The Necessary Components of a Sarcastic Context
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In: Electronic Thesis and Dissertation Repository (2012)
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How are Australian higher education institutions contributing to change through innovative teaching and learning in virtual worlds?
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In: Gregory, B, Gregory, S, Wood, D, Masters, Y, Hillier, M, Stokes-Thompson, F, Bogdanovych, A, Butler, D, Hay, L, Jegathesan, JJ, Flintoff, K, Schutt, S, Linegar, D, Alderton, R, Cram, A, Stupans, I, McKeown Orwin, L, Meredith, G, McCormick, D, Collins, F, Grenfell, J, Zagami, J, Ellis, A, Jacka, L, Campbell, J, Larson, I, Fluck, A, Thomas, A, Farley, H, Muldoon, N, Abbas, A, Sinnappan, S, Neville, K, Burnett, I, Aitken, A, Simoff, S, Scutter, S, Wang, X, Souter, K, Ellis, D, Salomon, M, Wadley, G, Jacobson, M, Newstead, A, Hayes, G, Grant, S & Yusupova, A 2011, 'How are Australian higher education institutions contributing to change through innovative teaching and learning in virtual worlds?', in G Williams, P Statham, N Brown & B Cleland (eds.), Ascilite 2011: changing demands, changing directions: proceedings, 4-7 December, Hobart, Tas.,http://www.ascilite.org/conferences/hobart11/proceedings.php (2011)
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How are Australian higher education institutions contributing to change through innovative teaching and learning in virtual worlds?
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How are Australian higher education institutions contributing to change through innovative teaching and learning in virtual worlds?
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How are Australian higher education institutions contributing to change through innovative teaching and learning in virtual worlds?
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In: Changing demands, changing directions, the 28th Annual Conference of the Australasian Society for Computers in Learning in Tertiary Education (ASCILITE 2011), Hobart, Tasmania, Australia, 04-07 December 2011 / G. Williams, P. Statham, N. Brown and B. Cleland (eds.), pp. 475-490 (2011)
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How are Australian higher education institutions contributing to change through innovative teaching and learning in virtual worlds?
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In: Southern Cross Business School (2011)
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How are Australian higher education institutions contributing to change through innovative teaching and learning in virtual worlds?
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How are Australian higher education institutions contributing to change through innovative teaching and learning in virtual worlds?
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How are Australian higher education institutions contributing to change through innovative teaching and learning in virtual worlds?
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How are Australian Higher Education Institutions Contributing to Change Through Innovative Teaching and Learning in Virtual Worlds?
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Arndt Sorge The Global and the Local: Understanding the Dialectics of Business Systems. Oxford, Oxford University Press, 2005
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