Literature DB >> 34260843

The Clinician and Dataset Shift in Artificial Intelligence.

Samuel G Finlayson1, Adarsh Subbaswamy2, Karandeep Singh3, John Bowers4, Annabel Kupke5, Jonathan Zittrain6, Isaac S Kohane1, Suchi Saria7.   

Abstract

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Year:  2021        PMID： 34260843      PMCID： PMC8665481          DOI： 10.1056/NEJMc2104626

Source DB:  PubMed          Journal:  N Engl J Med        ISSN： 0028-4793            Impact factor:   91.245


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  2 in total

Review 1.  Machine Learning in Medicine.

Authors:  Alvin Rajkomar; Jeffrey Dean; Isaac Kohane
Journal:  N Engl J Med       Date:  2019-04-04       Impact factor: 91.245

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

Authors:  Adarsh Subbaswamy; Suchi Saria
Journal:  Biostatistics       Date:  2020-04-01       Impact factor: 5.899
  2 in total
  40 in total

1.  Radiotherapy Standardisation and Artificial Intelligence within the National Cancer Institute's Clinical Trials Network.

Authors:  S H Lee; H Geng; Y Xiao
Journal:  Clin Oncol (R Coll Radiol)       Date:  2021-12-11       Impact factor: 4.126

Review 2.  Advances in Machine Learning Approaches to Heart Failure with Preserved Ejection Fraction.

Authors:  Faraz S Ahmad; Yuan Luo; Ramsey M Wehbe; James D Thomas; Sanjiv J Shah
Journal:  Heart Fail Clin       Date:  2022-03-04       Impact factor: 3.179

3.  The future of antimicrobial dosing in the ICU: an opportunity for data science.

Authors:  Thomas De Corte; Paul Elbers; Jan De Waele
Journal:  Intensive Care Med       Date:  2021-10-11       Impact factor: 17.440

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.  Generative adversarial networks and synthetic patient data: current challenges and future perspectives.

Authors:  Anmol Arora; Ananya Arora
Journal:  Future Healthc J       Date:  2022-07

Review 6.  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

7.  Temporal Trends in Clinical Evidence of 5-Year Survival Within Electronic Health Records Among Patients With Early-Stage Colon Cancer Managed With Laparoscopy-Assisted Colectomy vs Open Colectomy.

Authors:  Jue Hou; Rachel Zhao; Tianrun Cai; Brett Beaulieu-Jones; Thany Seyok; Kumar Dahal; Qianyu Yuan; Xin Xiong; Clara-Lea Bonzel; Claire Fox; David C Christiani; Thomas Jemielita; Katherine P Liao; Kai-Li Liaw; Tianxi Cai
Journal:  JAMA Netw Open       Date:  2022-06-01

8.  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:  BMJ       Date:  2022-05-18

Review 9.  Clinical artificial intelligence quality improvement: towards continual monitoring and updating of AI algorithms in healthcare.

Authors:  Jean Feng; Rachael V Phillips; Ivana Malenica; Andrew Bishara; Alan E Hubbard; Leo A Celi; Romain Pirracchio
Journal:  NPJ Digit Med       Date:  2022-05-31

10.  The Potential and the Imperative: the Gap in AI-Related Clinical Competencies and the Need to Close It.

Authors:  Kim V Garvey; Kelly Jean Thomas Craig; Regina G Russell; Laurie Novak; Don Moore; Anita M Preininger; Gretchen P Jackson; Bonnie M Miller
Journal:  Med Sci Educ       Date:  2021-09-09
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