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Rethinking clinical prediction: Why machine learning must consider year
  of care and feature aggregation

Rethinking clinical prediction: Why machine learning must consider year of care and feature aggregation

30 November 2018
Bret A. Nestor
Matthew B. A. McDermott
Geeticka Chauhan
Tristan Naumann
Michael C. Hughes
Anna Goldenberg
Marzyeh Ghassemi
    OOD
ArXivPDFHTML

Papers citing "Rethinking clinical prediction: Why machine learning must consider year of care and feature aggregation"

6 / 6 papers shown
Title
AutoPrognosis 2.0: Democratizing Diagnostic and Prognostic Modeling in
  Healthcare with Automated Machine Learning
AutoPrognosis 2.0: Democratizing Diagnostic and Prognostic Modeling in Healthcare with Automated Machine Learning
F. Imrie
B. Cebere
E. McKinney
M. Schaar
68
20
0
21 Oct 2022
Mind the Performance Gap: Examining Dataset Shift During Prospective
  Validation
Mind the Performance Gap: Examining Dataset Shift During Prospective Validation
Erkin Ötleş
Jeeheh Oh
Benjamin Li
Michelle Bochinski
Hyeon Joo
...
E. Shenoy
L. Washer
V. Young
Krishna Rao
Jenna Wiens
OOD
9
14
0
23 Jul 2021
Temporal Pointwise Convolutional Networks for Length of Stay Prediction
  in the Intensive Care Unit
Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care Unit
Emma Rocheteau
Pietro Lio
Stephanie L. Hyland
OOD
24
57
0
18 Jul 2020
"The Human Body is a Black Box": Supporting Clinical Decision-Making
  with Deep Learning
"The Human Body is a Black Box": Supporting Clinical Decision-Making with Deep Learning
M. Sendak
M. C. Elish
M. Gao
Joseph D. Futoma
W. Ratliff
M. Nichols
A. Bedoya
S. Balu
Cara O'Brien
HAI
19
167
0
19 Nov 2019
ISTHMUS: Secure, Scalable, Real-time and Robust Machine Learning
  Platform for Healthcare
ISTHMUS: Secure, Scalable, Real-time and Robust Machine Learning Platform for Healthcare
Akshay Arora
Arun Nethi
Priyanka P. Kharat
Vency Verghese
Grant Jenkins
Steve Miff
Vikas Chowdhry
Tianlin Li
OOD
18
7
0
29 Sep 2019
Recurrent Neural Networks for Multivariate Time Series with Missing
  Values
Recurrent Neural Networks for Multivariate Time Series with Missing Values
Zhengping Che
S. Purushotham
Kyunghyun Cho
David Sontag
Yan Liu
AI4TS
246
1,900
0
06 Jun 2016
1