Literature DB >> 31427808

Do no harm: a roadmap for responsible machine learning for health care.

Jenna Wiens1, Suchi Saria2,3,4, Anna Goldenberg5,6,7,8, Mark Sendak9, Marzyeh Ghassemi10,11,12, Vincent X Liu13, Finale Doshi-Velez14, Kenneth Jung15, Katherine Heller16,17, David Kale18, Mohammed Saeed19, Pilar N Ossorio20, Sonoo Thadaney-Israni21.   

Abstract

Interest in machine-learning applications within medicine has been growing, but few studies have progressed to deployment in patient care. We present a framework, context and ultimately guidelines for accelerating the translation of machine-learning-based interventions in health care. To be successful, translation will require a team of engaged stakeholders and a systematic process from beginning (problem formulation) to end (widespread deployment).

Entities:  

Mesh:

Year:  2019        PMID: 31427808     DOI: 10.1038/s41591-019-0548-6

Source DB:  PubMed          Journal:  Nat Med        ISSN: 1078-8956            Impact factor:   53.440


  107 in total

1.  Reporting of demographic data and representativeness in machine learning models using electronic health records.

Authors:  Selen Bozkurt; Eli M Cahan; Martin G Seneviratne; Ran Sun; Juan A Lossio-Ventura; John P A Ioannidis; Tina Hernandez-Boussard
Journal:  J Am Med Inform Assoc       Date:  2020-12-09       Impact factor: 4.497

2.  Clinical research underlies ethical integration of healthcare artificial intelligence.

Authors:  Melissa D McCradden; Elizabeth A Stephenson; James A Anderson
Journal:  Nat Med       Date:  2020-09       Impact factor: 53.440

3.  How Can Law and Policy Advance Quality in Genomic Analysis and Interpretation for Clinical Care?

Authors:  Barbara J Evans; Gail Javitt; Ralph Hall; Megan Robertson; Pilar Ossorio; Susan M Wolf; Thomas Morgan; Ellen Wright Clayton
Journal:  J Law Med Ethics       Date:  2020-03       Impact factor: 1.718

Review 4.  Artificial Intelligence Explained for Nonexperts.

Authors:  Narges Razavian; Florian Knoll; Krzysztof J Geras
Journal:  Semin Musculoskelet Radiol       Date:  2020-01-28       Impact factor: 1.777

5.  Patient safety and quality improvement: Ethical principles for a regulatory approach to bias in healthcare machine learning.

Authors:  Melissa D McCradden; Shalmali Joshi; James A Anderson; Mjaye Mazwi; Anna Goldenberg; Randi Zlotnik Shaul
Journal:  J Am Med Inform Assoc       Date:  2020-12-09       Impact factor: 4.497

6.  Diving Deep into Deep Learning: An Update on Artificial Intelligence in Retina.

Authors:  Brian E Goldhagen; Hasenin Al-Khersan
Journal:  Curr Ophthalmol Rep       Date:  2020-06-07

7.  Precision medicine in anesthesiology.

Authors:  Laleh Jalilian; Maxime Cannesson
Journal:  Int Anesthesiol Clin       Date:  2020

8.  Use of deep learning to develop continuous-risk models for adverse event prediction from electronic health records.

Authors:  Christopher Nielson; Martin G Seneviratne; Joseph R Ledsam; Shakir Mohamed; Nenad Tomašev; Natalie Harris; Sebastien Baur; Anne Mottram; Xavier Glorot; Jack W Rae; Michal Zielinski; Harry Askham; Andre Saraiva; Valerio Magliulo; Clemens Meyer; Suman Ravuri; Ivan Protsyuk; Alistair Connell; Cían O Hughes; Alan Karthikesalingam; Julien Cornebise; Hugh Montgomery; Geraint Rees; Chris Laing; Clifton R Baker; Thomas F Osborne; Ruth Reeves; Demis Hassabis; Dominic King; Mustafa Suleyman; Trevor Back
Journal:  Nat Protoc       Date:  2021-05-05       Impact factor: 13.491

Review 9.  Clinical decision support systems in orthodontics: A narrative review of data science approaches.

Authors:  Najla Al Turkestani; Jonas Bianchi; Romain Deleat-Besson; Celia Le; Li Tengfei; Juan Carlos Prieto; Marcela Gurgel; Antonio C O Ruellas; Camila Massaro; Aron Aliaga Del Castillo; Karine Evangelista; Marilia Yatabe; Erika Benavides; Fabiana Soki; Winston Zhang; Kayvan Najarian; Jonathan Gryak; Martin Styner; Jean-Christophe Fillion-Robin; Beatriz Paniagua; Reza Soroushmehr; Lucia H S Cevidanes
Journal:  Orthod Craniofac Res       Date:  2021-05-24       Impact factor: 1.826

10.  Detecting Deteriorating Patients in the Hospital: Development and Validation of a Novel Scoring System.

Authors:  Marco A F Pimentel; Oliver C Redfern; James Malycha; Paul Meredith; David Prytherch; Jim Briggs; J Duncan Young; David A Clifton; Lionel Tarassenko; Peter J Watkinson
Journal:  Am J Respir Crit Care Med       Date:  2021-07-01       Impact factor: 21.405

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