Literature DB >> 31742354

From development to deployment: dataset shift, causality, and shift-stable models in health AI.

Adarsh Subbaswamy1, Suchi Saria2.   

Abstract

Keywords:  Causal inference; Dataset shift; Generalizability; Machine learning

Mesh：

Year:  2020        PMID： 31742354     DOI： 10.1093/biostatistics/kxz041

Source DB:  PubMed          Journal:  Biostatistics        ISSN： 1465-4644            Impact factor:   5.899


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  29 in total

Review 1.  Designing deep learning studies in cancer diagnostics.

Authors:  Andreas Kleppe; Ole-Johan Skrede; Sepp De Raedt; Knut Liestøl; David J Kerr; Håvard E Danielsen
Journal:  Nat Rev Cancer       Date:  2021-01-29       Impact factor: 60.716

Review 2.  Artificial Intelligence and Machine Learning for HIV Prevention: Emerging Approaches to Ending the Epidemic.

Authors:  Julia L Marcus; Whitney C Sewell; Laura B Balzer; Douglas S Krakower
Journal:  Curr HIV/AIDS Rep       Date:  2020-06       Impact factor: 5.071

3.  Minimum information about clinical artificial intelligence modeling: the MI-CLAIM checklist.

Authors:  Beau Norgeot; Giorgio Quer; Brett K Beaulieu-Jones; Ali Torkamani; Raquel Dias; Milena Gianfrancesco; Rima Arnaout; Isaac S Kohane; Suchi Saria; Eric Topol; Ziad Obermeyer; Bin Yu; Atul J Butte
Journal:  Nat Med       Date:  2020-09       Impact factor: 53.440

4.  Factors driving provider adoption of the TREWS machine learning-based early warning system and its effects on sepsis treatment timing.

Authors:  Katharine E Henry; Roy Adams; Cassandra Parent; Hossein Soleimani; Anirudh Sridharan; Lauren Johnson; David N Hager; Sara E Cosgrove; Andrew Markowski; Eili Y Klein; Edward S Chen; Mustapha O Saheed; Maureen Henley; Sheila Miranda; Katrina Houston; Robert C Linton; Anushree R Ahluwalia; Albert W Wu; Suchi Saria
Journal:  Nat Med       Date:  2022-07-21       Impact factor: 87.241

5.  AdaDiag: Adversarial Domain Adaptation of Diagnostic Prediction with Clinical Event Sequences.

Authors:  Tianran Zhang; Muhao Chen; Alex A T Bui
Journal:  J Biomed Inform       Date:  2022-08-17       Impact factor: 8.000

6.  Ethical Machine Learning in Healthcare.

Authors:  Irene Y Chen; Emma Pierson; Sherri Rose; Shalmali Joshi; Kadija Ferryman; Marzyeh Ghassemi
Journal:  Annu Rev Biomed Data Sci       Date:  2021-05-06

Review 7.  Reporting guideline for the early-stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI.

Authors:  Baptiste Vasey; Myura Nagendran; Bruce Campbell; David A Clifton; Gary S Collins; Spiros Denaxas; Alastair K Denniston; Livia Faes; Bart Geerts; Mudathir Ibrahim; Xiaoxuan Liu; Bilal A Mateen; Piyush Mathur; Melissa D McCradden; Lauren Morgan; Johan Ordish; Campbell Rogers; Suchi Saria; Daniel S W Ting; Peter Watkinson; Wim Weber; Peter Wheatstone; Peter McCulloch
Journal:  Nat Med       Date:  2022-05-18       Impact factor: 87.241

8.  The Clinician and Dataset Shift in Artificial Intelligence.

Authors:  Samuel G Finlayson; Adarsh Subbaswamy; Karandeep Singh; John Bowers; Annabel Kupke; Jonathan Zittrain; Isaac S Kohane; Suchi Saria
Journal:  N Engl J Med       Date:  2021-07-15       Impact factor: 91.245

9.  Rethinking PICO in the Machine Learning Era: ML-PICO.

Authors:  Xinran Liu; James Anstey; Ron Li; Chethan Sarabu; Reiri Sono; Atul J Butte
Journal:  Appl Clin Inform       Date:  2021-05-19       Impact factor: 2.342

Review 10.  Applications of Machine Learning to the Problem of Antimicrobial Resistance: an Emerging Model for Translational Research.

Authors:  Melis N Anahtar; Jason H Yang; Sanjat Kanjilal
Journal:  J Clin Microbiol       Date:  2021-06-18       Impact factor: 5.948
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