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researcher

S. Pfohl

8 papers hereh-index 212.2k citations37 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author4
  • middle author4

Across the 8 of 8 papers where every author was matched, so the position is known.

fields
  • cs.LG5
  • stat.ML2
  • cs.CL1

identity via Semantic Scholar / OpenAlex

works on
clinical decision support 1electronic health records 1hospital resource management 1patient discharge prediction 1predictive modeling 1

From the 1 of 8 linked papers with an AI index.

activity
20182022
most citedFederated and Differentially Private Learning for Electronic Health Records

45 citations · 65 across the 4 of their papers we have counts for

collaborators
Showing 2019Show all

2 papers · 1 filter

cs.LG2019★ 45 cited

Federated and Differentially Private Learning for Electronic Health Records

Stephen R. Pfohl, Andrew M. Dai, Katherine Heller

The use of collaborative and decentralized machine learning techniques such as federated learning have the potential to enable the development and deployment of clinical risk predi…

cs.LG2019★ 10 cited

Counterfactual Reasoning for Fair Clinical Risk Prediction

Stephen Pfohl, Tony Duan, Daisy Yi Ding +1

The use of machine learning systems to support decision making in healthcare raises questions as to what extent these systems may introduce or exacerbate disparities in care for hi…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.