2021
DOI: 10.1002/cam4.4124
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Diverse patient trajectories during cytotoxic chemotherapy: Capturing longitudinal patient‐reported outcomes

Abstract: This is an open access article under the terms of the Creat ive Commo ns Attri bution License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.

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Cited by 8 publications
(2 citation statements)
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“…Clustering and federated learning have also been combined to predict patient outcomes accurately, in a manner that limits data sharing between healthcare institutions and protects data privacy 36 . Finally, clustering has been used side-by-side with other statistical techniques, such as grouping oncology patient health trajectories after identifying statistically significant covariates for health decline 37 . Comparing a combined prediction and clustering approach to other approaches using only one or the other may be an area for future work.…”
Section: Discussionmentioning
confidence: 99%
“…Clustering and federated learning have also been combined to predict patient outcomes accurately, in a manner that limits data sharing between healthcare institutions and protects data privacy 36 . Finally, clustering has been used side-by-side with other statistical techniques, such as grouping oncology patient health trajectories after identifying statistically significant covariates for health decline 37 . Comparing a combined prediction and clustering approach to other approaches using only one or the other may be an area for future work.…”
Section: Discussionmentioning
confidence: 99%
“…A subanalysis was performed on patients with at least one 12-item Patient-Reported Outcomes Measurement Information System (PROMIS) survey completed within 180 days before starting chemotherapy. 22 , 23 Two new models were trained on this cohort using same preprocessing, model training, and evaluation steps described above: one with the original features, and a second with the inclusion of 14 features derived from the PROMIS data (12-item survey responses, and the global mental and physical health scores). 24 …”
Section: Methodsmentioning
confidence: 99%