Healthcare Informatics Research

Review Article

January 31, 2025

Utility of Treatment Pattern Analysis Using a Common Data Model: A Scoping Review

Eun-Gee Park, Min Jung Kim, Jinseo Kim, et al.

Healthc Inform Res. 2025;31(1):4-15.

Objectives: We aimed to derive observational research evidence on treatment patterns through a scoping review of common data model (CDM)-based publications. Methods: We searched the medical literature databases PubMed and...

Original Article

January 31, 2025

Feature Selection for Hypertension Risk Prediction Using XGBoost on Single Nucleotide Polymorphism Data

Lailil Muflikhah, Tirana Noor Fatyanosa, Nashi Widodo, et al.

Healthc Inform Res. 2025;31(1):16-22.

Objectives: Hypertension, commonly known as high blood pressure, is a prevalent and serious condition affecting a significant portion of the adult population globally. It is a chronic medical issue that,...

Original Article

January 31, 2025

Triage Data-Driven Prediction Models for Hospital Admission of Emergency Department Patients: A Systematic Review

Hyun A Shin, Hyeonji Kang, Mona Choi

Healthc Inform Res. 2025;31(1):23-36.

Objectives: Emergency department (ED) overcrowding significantly impacts healthcare efficiency, safety, and resource management. Predictive models that utilize triage information can streamline the admission process. This review evaluates existing hospital admission...

Original Article

January 31, 2025

FIT4PEDON: Mobile Nutrition Counseling Application Effectiveness and Usability for Childhood Cancer Survivors

R. Bavatharani, V. Supriya, Julius Xavier Scott, et al.

Healthc Inform Res. 2025;31(1):37-47.

Objectives: Conventional face-to-face nutrition counseling has played a crucial role in promoting healthy habits. However, the emergence of digital health technologies has introduced mobile app-based nutrition counseling as an effective...

Original Article

January 31, 2025

Weightage Identified Network of Keywords Technique: A Structured Approach in Identifying Keywords for Systematic Reviews

Sasidharan Sivakumar, Gowardhan Sivakumar

Healthc Inform Res. 2025;31(1):48-56.

Objectives: The objective of this study was to develop the weightage identified network of keywords (WINK) technique for selecting and utilizing keywords to perform systematic reviews more efficiently. This technique...

Original Article

January 31, 2025

Deep Learning Model-Based Detection of Anemia from Conjunctiva Images

Najmus Sehar, Nirmala Krishnamoorthi, C. Vinoth Kumar

Healthc Inform Res. 2025;31(1):57-65.

Objectives: Anemia is characterized by a reduction in red blood cells, leading to insufficient levels of hemoglobin, the molecule responsible for carrying oxygen. The current standard method for diagnosing anemia...

Original Article

January 31, 2025

Data Mining to Identify the Right Interventions for the Right Patient for Heart Failure: A Real-World Study

Keni Lee, Ramzi Argoubi, Halley Costantino

Healthc Inform Res. 2025;31(1):66-87.

Objectives: To identify the right interventions for the right heart failure (HF) patients in the real-world setting using machine learning (ML) trained on individual-level clinical data linked with social determinants...

Review of the 2024 Fall Conference of the Korean Society of Medical Informatics—AI’s Role in Shaping Modern Healthcare Jisan Lee, Taehoon Ko, Kwangmo Yang, et al. Healthc Inform Res. 2025;31(1):1-3. Editorial January 31, 2025 Full text PubReader ePub PDF	Utility of Treatment Pattern Analysis Using a Common Data Model: A Scoping Review Eun-Gee Park, Min Jung Kim, Jinseo Kim, et al. Healthc Inform Res. 2025;31(1):4-15. Review Article January 31, 2025 Full text PubReader ePub PDF Supplementary Material
Feature Selection for Hypertension Risk Prediction Using XGBoost on Single Nucleotide Polymorphism Data Lailil Muflikhah, Tirana Noor Fatyanosa, Nashi Widodo, et al. Healthc Inform Res. 2025;31(1):16-22. Original Article January 31, 2025 Full text PubReader ePub PDF	Triage Data-Driven Prediction Models for Hospital Admission of Emergency Department Patients: A Systematic Review Hyun A Shin, Hyeonji Kang, Mona Choi Healthc Inform Res. 2025;31(1):23-36. Original Article January 31, 2025 Full text PubReader ePub PDF
FIT4PEDON: Mobile Nutrition Counseling Application Effectiveness and Usability for Childhood Cancer Survivors R. Bavatharani, V. Supriya, Julius Xavier Scott, et al. Healthc Inform Res. 2025;31(1):37-47. Original Article January 31, 2025 Full text PubReader ePub PDF Supplementary Material	Weightage Identified Network of Keywords Technique: A Structured Approach in Identifying Keywords for Systematic Reviews Sasidharan Sivakumar, Gowardhan Sivakumar Healthc Inform Res. 2025;31(1):48-56. Original Article January 31, 2025 Full text PubReader ePub PDF
Deep Learning Model-Based Detection of Anemia from Conjunctiva Images Najmus Sehar, Nirmala Krishnamoorthi, C. Vinoth Kumar Healthc Inform Res. 2025;31(1):57-65. Original Article January 31, 2025 Full text PubReader ePub PDF	Data Mining to Identify the Right Interventions for the Right Patient for Heart Failure: A Real-World Study Keni Lee, Ramzi Argoubi, Halley Costantino Healthc Inform Res. 2025;31(1):66-87. Original Article January 31, 2025 Full text PubReader ePub PDF Supplementary Material
Extreme Prototyping for a Community Health Worker Medical Application Jan Noel Molon Healthc Inform Res. 2025;31(1):88-95. Case Report January 31, 2025 Full text PubReader ePub PDF Supplementary Material	Interactive Engagement with Self-Paced Learning Content in a Didactic Course Nazlee Sharmin, Shahram Houshyar, Thomas R. Stevenson, et al. Healthc Inform Res. 2025;31(1):96-106. Case Report January 31, 2025 Full text PubReader ePub PDF
Era of Digital Healthcare: Emergence of the Smart Patient Dooyoung Huhh, Kwangsoo Shin, Miyeong Kim, et al. Healthc Inform Res. 2025;31(1):107-110. Communication January 31, 2025 Full text PubReader ePub PDF