A patient-similarity-based model for diagnostic prediction
Sign Up to like & getrecommendations! Published in 2020 at "International journal of medical informatics"
DOI: 10.1016/j.ijmedinf.2019.104073
Abstract: OBJECTIVE To simulate the clinical reasoning of doctors, retrieve analogous patients of an index patient automatically and predict diagnoses by the similar/dissimilar patients. METHODS We proposed a novel patient-similarity-based framework for diagnostic prediction, which is… read more here.
Keywords: analogy; similarity based; similarity; patient similarity ... See more keywords
Patient Similarity Networks for Precision Medicine.
Sign Up to like & getrecommendations! Published in 2018 at "Journal of molecular biology"
DOI: 10.1016/j.jmb.2018.05.037
Abstract: Clinical research and practice in the 21st century is poised to be transformed by analysis of computable electronic medical records and population-level genome-scale patient profiles. Genomic data capture genetic and environmental state, providing information on… read more here.
Keywords: medicine; patient similarity; precision medicine; similarity networks ... See more keywords
Recommendations for patient similarity classes: results of the AMIA 2019 workshop on defining patient similarity
Sign Up to like & getrecommendations! Published in 2020 at "Journal of the American Medical Informatics Association : JAMIA"
DOI: 10.1093/jamia/ocaa159
Abstract: Abstract Defining patient-to-patient similarity is essential for the development of precision medicine in clinical care and research. Conceptually, the identification of similar patient cohorts appears straightforward; however, universally accepted definitions remain elusive. Simultaneously, an explosion… read more here.
Keywords: workshop; similarity; medical informatics; patient similarity ... See more keywords
SMART: a new patient similarity estimation framework for enhanced predictive modeling in acute kidney injury.
Sign Up to like & getrecommendations! Published in 2025 at "Journal of the American Medical Informatics Association : JAMIA"
DOI: 10.1093/jamia/ocaf125
Abstract: OBJECTIVE Accurately measuring patient similarity is essential for precision medicine, enabling personalized predictive modeling, disease subtyping, and individualized treatment by identifying patients with similar characteristics to an index patient. This study aims to develop an… read more here.
Keywords: estimation framework; predictive modeling; similarity estimation; similarity ... See more keywords
netDx: Software for building interpretable patient classifiers by multi-'omic data integration using patient similarity networks.
Sign Up to like & getrecommendations! Published in 2020 at "F1000Research"
DOI: 10.12688/f1000research.26429.1
Abstract: Patient classification based on clinical and genomic data will further the goal of precision medicine. Interpretability is of particular relevance for models based on genomic data, where sample sizes are relatively small (in the hundreds),… read more here.
Keywords: similarity; netdx software; patient similarity; patient classifiers ... See more keywords
netDx: Software for building interpretable patient classifiers by multi-'omic data integration using patient similarity networks
Sign Up to like & getrecommendations! Published in 2020 at "F1000Research"
DOI: 10.12688/f1000research.26429.2
Abstract: Patient classification based on clinical and genomic data will further the goal of precision medicine. Interpretability is of particular relevance for models based on genomic data, where sample sizes are relatively small (in the hundreds),… read more here.
Keywords: similarity; netdx software; patient similarity; patient classifiers ... See more keywords
Uncovering the Understanding of the Concept of Patient Similarity in Cancer Research and Treatment: Scoping Review
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DOI: 10.2196/71906
Abstract: Background Patient similarity is a fundamental concept in precision oncology, offering a pathway to personalized medicine by identifying patterns and shared characteristics among patients. This concept enables stratification into clinically meaningful subgroups, prediction of treatment… read more here.
Keywords: oncology; cancer; research; cancer research ... See more keywords
Study on Patient Similarity Measurement Based on Electronic Medical Records
Sign Up to like & getrecommendations! Published in 2019 at "Studies in health technology and informatics"
DOI: 10.3233/shti190496
Abstract: A comprehensive scheme of patient similarity based on different types of patient features and the corresponding similarity measurements was proposed. Patient similarity was used in building a predictive model where training samples similar to the… read more here.
Keywords: measurement based; similarity measurement; study patient; similarity ... See more keywords
Patient-Patient Similarity-Based Screening of a Clinical Data Warehouse to Support Ciliopathy Diagnosis
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Pharmacology"
DOI: 10.3389/fphar.2022.786710
Abstract: A timely diagnosis is a key challenge for many rare diseases. As an expanding group of rare and severe monogenic disorders with a broad spectrum of clinical manifestations, ciliopathies, notably renal ciliopathies, suffer from important… read more here.
Keywords: patient similarity; similarity; diagnosis; patient ... See more keywords