☆ 4.6 Article

Using similar patients to predict complication in patients with diabetes, hypertension, and lipid disorder: a domain knowledge-infused convolutional neural network approach

JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION (2023)

Related references

Note: Only part of the references are listed.

Review Mathematics

Mitigating the Multicollinearity Problem and Its Machine Learning Approach: A Review

Jireh Yi-Le Chan et al.

Summary: Technological advancements have facilitated the collection of big data in various fields, leading to an increase in variables and data points. However, this also introduces the problem of multicollinearity, which can be mitigated through variable selection methods and modified estimator methods. Recent studies suggest that optimization approaches using machine learning may handle multicollinearity better than traditional statistical estimators.

MATHEMATICS (2022)

Add to Collection

Review Endocrinology & Metabolism

Novel therapies with precision mechanisms for type 2 diabetes mellitus

Leigh Perreault et al.

Summary: The article discusses the development of new drugs for type 2 diabetes mellitus (T2DM) and emphasizes their mechanisms of action and potential for treating T2DM. The number of clinical trials is increasing, providing more personalized and safe treatment options for T2DM patients.

NATURE REVIEWS ENDOCRINOLOGY (2021)

Add to Collection

Article Health Care Sciences & Services

Using Domain Knowledge and Data-Driven Insights for Patient Similarity Analytics

Ronald Wihal Oei et al.

Summary: Patient similarity analytics with the D3K measure incorporating domain knowledge and data-driven insights performed well in identifying patient cohorts with similar clinical characteristics, showing potential for enhancing shared decision making in personalized healthcare.

JOURNAL OF PERSONALIZED MEDICINE (2021)

Add to Collection

Article Computer Science, Information Systems

Precision population analytics: population management at the point-of-care

Paul C. Tang et al.

Summary: The study utilized machine learning models to analyze the actual effectiveness of different treatment choices in a precision cohort of patients, finding that alternative treatment options in the precision cohort could better control patient conditions compared to the treatment options chosen by clinicians.

JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION (2021)

Add to Collection

Article Computer Science, Information Systems

A patient-similarity-based model for diagnostic prediction

Zheng Jia et al.

INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS (2020)

Add to Collection

Review Urology & Nephrology

The global epidemiology of hypertension

Katherine T. Mills et al.

NATURE REVIEWS NEPHROLOGY (2020)

Add to Collection

Article Computer Science, Artificial Intelligence

Temporal tree representation for similarity computation between medical patients

Suresh Pokharel et al.

ARTIFICIAL INTELLIGENCE IN MEDICINE (2020)

Add to Collection

Article Health Care Sciences & Services

Marrying Medical Domain Knowledge With Deep Learning on Electronic Health Records: A Deep Visual Analytics Approach

Rui Li et al.

JOURNAL OF MEDICAL INTERNET RESEARCH (2020)

Add to Collection

Article Computer Science, Information Systems

Recommendations for patient similarity classes: results of the AMIA 2019 workshop on defining patient similarity

Nathan D. Seligson et al.

JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION (2020)

Add to Collection

Article Medical Informatics

Amplifying Domain Expertise in Clinical Data Pipelines

Protiva Rahman et al.

JMIR MEDICAL INFORMATICS (2020)

Add to Collection

Review Pharmacology & Pharmacy

Emerging drugs for the treatment of hypercholesterolemia

Marilisa Bove et al.

EXPERT OPINION ON EMERGING DRUGS (2019)

Add to Collection

Article Endocrinology & Metabolism

Global and regional diabetes prevalence estimates for 2019 and projections for 2030 and 2045: Results from the International Diabetes Federation Diabetes Atlas, 9th edition

Pouya Saeedi et al.

DIABETES RESEARCH AND CLINICAL PRACTICE (2019)

Add to Collection

Article Biochemical Research Methods

Deep Patient Similarity Learning for Personalized Healthcare

Qiuling Suo et al.

IEEE TRANSACTIONS ON NANOBIOSCIENCE (2018)

Add to Collection

Article Medicine, General & Internal

Global, regional, and national age-sex-specific mortality for 282 causes of death in 195 countries and territories, 1980-2017: a systematic analysis for the Global Burden of Disease Study 2017

Gregory A. Roth et al.

LANCET (2018)

Add to Collection

Article Cardiac & Cardiovascular Systems

Statin Intolerance and Risk of Coronary Heart Events and All-Cause Mortality Following Myocardial Infarction

Maria-Corina Serban et al.

JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY (2017)

Add to Collection

Review Cardiac & Cardiovascular Systems

Novel Diabetes Drugs and the Cardiovascular Specialist

Naveed Sattar et al.

JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY (2017)

Add to Collection

Review Medicine, Research & Experimental

Personalized medicine-a modern approach for the diagnosis and management of hypertension

Carmine Savoia et al.

CLINICAL SCIENCE (2017)

Add to Collection

Article Multidisciplinary Sciences

Personalized Mortality Prediction Driven by Electronic Medical Data and a Patient Similarity Metric

Joon Lee et al.

PLOS ONE (2015)

Add to Collection

Article Pharmacology & Pharmacy

Loss of glycemic control in patients with type 2 diabetes mellitus who were receiving initial metformin, sulfonylurea, or thiazolidinedione monotherapy

Aylin A. Riedel et al.

PHARMACOTHERAPY (2007)

Add to Collection

Article Economics

Propensity score-matching methods for nonexperimental causal studies

RH Dehejia et al.

REVIEW OF ECONOMICS AND STATISTICS (2002)

Add to Collection

© Peeref 2019-2024. All rights reserved.