On mining latent treatment patterns from electronic medical records

Z Huang, W Dong, P Bath, L Ji, H Duan - Data mining and knowledge …, 2015 - Springer
Clinical pathways (CPs) play an important role in clinical … due to complications, comorbidity
or infections, etc., which in … work by explicitly incorporating patient-related information into

Temporal topic model for clinical pathway mining from electronic medical records

W Li, X Min, P Ye, W Xie, D Zhao - BMC Medical Informatics and Decision …, 2024 - Springer
… a lot research work on clinical treatment pattern mining based on … a word, and the latent
treatment patterns were mined by the topic … of the treatment data was used to detect latent CPs. In …

Incorporating topic assignment constraint and topic correlation limitation into clinical goal discovering for clinical pathway mining

X Xu, T Jin, Z Wei, J Wang - Journal of healthcare engineering, 2017 - Wiley Online Library
… which refers to using data mining technologies to discover the … extract latent topics as the
treatment patterns from clinical data. … [4], and comorbidities [5] into LDA to enhance the ability of …

Healthcare pathway discovery and probabilistic machine learning

AW Kempa-Liehr, CYC Lin, R Britten… - … journal of medical …, 2020 - Elsevier
… uses the pathway mining software ProM for discovering the appendicectomy pathways from
… model incorporates activities representing antibiotics. The model indicates that 42 patients …

Inferring actual treatment pathways from patient records

A Wilkins-Caruana, M Bandara, K Musial… - Journal of Biomedical …, 2023 - Elsevier
… a patient’s comorbidities, genetic predispositions, and treatmentmining has been
investigated for discovering treatmentclinical pathways in that they identified the same treatment

TCPM: topic-based clinical pathway mining

X Xu, T Jin, Z Wei, C Lv, J Wang - … international conference on …, 2016 - ieeexplore.ieee.org
… that combined clustering, process mining and frequent pattern mining to improve existing
CP… Duan, “Incorporating comorbidities into latent treatment pattern mining for clinical pathways,…

Exploring patient medication adherence and data mining methods in clinical big data: A contemporary review

Y Xu, X Zheng, Y Li, X Ye, H Cheng… - Journal of Evidence …, 2023 - Wiley Online Library
… beset by multifarious comorbidities and resulting polypharmacy. … Incorporating a wealth of
clinical data—ranging from diagnoses … delves into unlabeled data, extracting latent features.…

[HTML][HTML] Discovering congestion dynamics models in clinical pathways using background knowledge

F Lupia, E Russo, G Longo, A Pugliese - Journal of Computational Science, 2024 - Elsevier
… does not incorporate background knowledge and support for … , data-driven method to uncover
latent treatment patterns. These … comorbidities, as derived from clinical pathway execution …

Modelling and mining of patient pathways: A scoping review

COCS Rosa, M Ito, AB Vieira, ATA Gomes - arXiv preprint arXiv …, 2022 - arxiv.org
… was incorporated into the pathways as other relevant features of the studies. From the … in
clinical pathways. In posterior work, they have enriched the method to consider initial comorbid

Comorbidity progression analysis: patient stratification and comorbidity prediction using temporal comorbidity network

Y Liang, C Guo, H Li - Health Information Science and Systems, 2024 - Springer
… interaction data, disease pathway information, gene ontology, and … Data mining techniques
can be employed to unveil … similar patients and incorporating patient-specific data. This is …