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@inproceedings{DBLP:conf/ml4h/BaeKKC21,
author = {Seongsu Bae and
Daeyoung Kim and
Jiho Kim and
Edward Choi},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {Question Answering for Complex Electronic Health Records Database
using Unified Encoder-Decoder Architecture},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {13--25},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/bae21a.html},
timestamp = {Wed, 27 Apr 2022 11:50:08 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/BaeKKC21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/CarrJRPD21,
author = {Oliver Carr and
Avelino Javer and
Patrick Rockenschaub and
Owen Parsons and
Robert D{\"{u}}richen},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {Longitudinal patient stratification of electronic health records with
flexible adjustment for clinical outcomes},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {220--238},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/carr21a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/CarrJRPD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/ComptonVDHKAK21,
author = {Rhys Compton and
Ilya Valmianski and
Li Deng and
Costa Huang and
Namit Katariya and
Xavier Amatriain and
Anitha Kannan},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {{MEDCOD:} {A} Medically-Accurate, Emotive, Diverse, and Controllable
Dialog System},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {110--129},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/compton21a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/ComptonVDHKAK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/DietrichFESLSZB21,
author = {Esther Dietrich and
Patrick Fuhlert and
Anne Ernst and
Guido Sauter and
Maximilian Lennartz and
H. Siegfried Stiehl and
Marina Zimmermann and
Stefan Bonn},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {Towards Explainable End-to-End Prostate Cancer Relapse Prediction
from H{\&}E Images Combining Self-Attention Multiple Instance
Learning with a Recurrent Neural Network},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {38--53},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/dietrich21a.html},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/DietrichFESLSZB21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/EndoKKNR21,
author = {Mark Endo and
Rayan Krishnan and
Viswesh Krishna and
Andrew Y. Ng and
Pranav Rajpurkar},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {Retrieval-Based Chest X-Ray Report Generation Using a Pre-trained
Contrastive Language-Image Model},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {209--219},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/endo21a.html},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/EndoKKNR21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/GopalHRNTR21,
author = {Bryan Gopal and
Ryan W. Han and
Gautham Raghupathi and
Andrew Y. Ng and
Geoffrey H. Tison and
Pranav Rajpurkar},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {3KG: Contrastive Learning of 12-Lead Electrocardiograms using Physiologically-Inspired
Augmentations},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {156--167},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/gopal21a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/GopalHRNTR21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/HoTM21,
author = {Danliang Ho and
Iain Bee Huat Tan and
Mehul Motani},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {Prognosticating Colorectal Cancer Recurrence using an Interpretable
Deep Multi-view Network},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {97--109},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/ho21a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/HoTM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/JaiswalTGRP021,
author = {Ajay Jaiswal and
Liyan Tang and
Meheli Ghosh and
Justin F. Rousseau and
Yifan Peng and
Ying Ding},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {RadBERT-CL: Factually-Aware Contrastive Learning For Radiology Report
Classification},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {196--208},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/jaiswal21a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/JaiswalTGRP021.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/KuzmanovicHF21,
author = {Milan Kuzmanovic and
Tobias Hatt and
Stefan Feuerriegel},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {Deconfounding Temporal Autoencoder: Estimating Treatment Effects over
Time Using Noisy Proxies},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {143--155},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/kuzmanovic21a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/KuzmanovicHF21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/LiHLUCSMLGSL21,
author = {Rui Li and
Stephanie M. Hu and
Mingyu Lu and
Yuria Utsumi and
Prithwish Chakraborty and
Daby M. Sow and
Piyush Madan and
Jun Li and
Mohamed F. Ghalwash and
Zach Shahn and
Li{-}Wei H. Lehman},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {G-Net: a Recurrent Network Approach to G-Computation for Counterfactual
Prediction Under a Dynamic Treatment Regime},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {282--299},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/li21a.html},
timestamp = {Wed, 24 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ml4h/LiHLUCSMLGSL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/PangJKSCPN21,
author = {Chao Pang and
Xinzhuo Jiang and
Krishna S. Kalluri and
Matthew E. Spotnitz and
Ruijun Chen and
Adler J. Perotte and
Karthik Natarajan},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {{CEHR-BERT:} Incorporating temporal information from structured {EHR}
data to improve prediction tasks},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {239--260},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/pang21a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/PangJKSCPN21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/QendroCLM21,
author = {Lorena Qendro and
Alexander Campbell and
Pietro Li{\`{o}} and
Cecilia Mascolo},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {Early Exit Ensembles for Uncertainty Quantification},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {181--195},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/qendro21a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/QendroCLM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/RoyPTOFZSZMZMA21,
author = {Subhrajit Roy and
Stephen Pfohl and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {Machine Learning for Health {(ML4H)} 2021},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {1--12},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/roy21a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/RoyPTOFZSZMZMA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/RubinENTC21,
author = {Jonathan Rubin and
Ramon Erkamp and
Ragha Srinivasa Naidu and
Anumod Odungatta Thodiyil and
Alvin Chen},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {Attention Distillation for Detection Transformers: Application to
Real-Time Video Object Detection in Ultrasound},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {26--37},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/rubin21a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/RubinENTC21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/Truong0L21,
author = {Tuan Truong and
Sadegh Mohammadi and
Matthias Lenga},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {How Transferable are Self-supervised Features in Medical Image Classification
Tasks?},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {54--74},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/truong21a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/Truong0L21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/ValmianskiFSWLZ21,
author = {Ilya Valmianski and
Nave Frost and
Navdeep Sood and
Yang Wang and
Baodong Liu and
James J. Zhu and
Sunil Karumuri and
Ian M. Finn and
Daniel S. Zisook},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {SmartTriage: {A} system for personalized patient data capture, documentation
generation, and decision support},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {75--96},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/valmianski21a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/ValmianskiFSWLZ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/WaghWRBBBWJV21,
author = {Neeraj Wagh and
Jionghao Wei and
Samarth Rawal and
Brent M. Berry and
Leland Barnard and
Benjamin H. Brinkmann and
Gregory A. Worrell and
David T. Jones and
Yogatheesan Varatharajah},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {Domain-guided Self-supervision of {EEG} Data Improves Downstream Classification
Performance and Generalizability},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {130--142},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/wagh21a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/WaghWRBBBWJV21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/WangLMBHG21,
author = {Peiqi Wang and
Ruizhi Liao and
Daniel Moyer and
Seth J. Berkowitz and
Steven Horng and
Polina Golland},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {Image Classification with Consistent Supporting Evidence},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {168--180},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/wang21a.html},
timestamp = {Tue, 15 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/WangLMBHG21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/YinWSDYB21,
author = {Tianwei Yin and
Zihui Wu and
He Sun and
Adrian V. Dalca and
Yisong Yue and
Katherine L. Bouman},
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {End-to-End Sequential Sampling and Reconstruction for {MRI}},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
pages = {261--281},
publisher = {{PMLR}},
year = {2021},
url = {https://proceedings.mlr.press/v158/yin21a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/YinWSDYB21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/ml4h/2021,
editor = {Subhrajit Roy and
Stephen Pfohl and
Emma Rocheteau and
Girmaw Abebe Tadesse and
Luis Oala and
Fabian Falck and
Yuyin Zhou and
Liyue Shen and
Ghada Zamzmi and
Purity Mugambi and
Ayah Zirikly and
Matthew B. A. McDermott and
Emily Alsentzer},
title = {Machine Learning for Health, ML4H@NeurIPS 2021, 04 December 2021,
Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {158},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v158/},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ml4h/2021.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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