Healthcare Informatics Research

Review Article

July 31, 2022

Clinical Evaluation of Digital Therapeutics: Present and Future

Ki Young Huh, Jaeseong Oh, SeungHwan Lee, et al.

Healthc Inform Res. 2022;28(3):188-197.

Objectives: Digital therapeutics (DTx) are software-based therapeutic interventions based on clinical evidence. Randomized clinical trials (RCTs) are often the source of clinical evidence, similar to conventional drugs or medical devices....

Original Article

July 31, 2022

Exploring the Health and Social Needs of Community Residents Using an Online Community Care Platform: Linkage to the International Classification of Functioning, Disability, and Health

Myounghwa Park, Linh Khanh Bui, Miri Jeong, et al.

Healthc Inform Res. 2022;28(3):198-209.

Objectives: This study aimed to analyze the outcomes of the Comprehensive Health and Social Need Assessment (CHSNA) system, which identifies community residents’ health and social needs, and to link these...

Original Article

July 31, 2022

Machine Learning Smart System for Parkinson Disease Classification Using the Voice as a Biomarker

Ilias Tougui, Abdelilah Jilbab, Jamal El Mhamdi

Healthc Inform Res. 2022;28(3):210-221.

Objectives: This study presents PD Predict, a machine learning system for Parkinson disease classification using voice as a biomarker. Methods: We first created an original set of recordings from the...

Original Article

July 31, 2022

Quantification of Efflorescences in Pustular Psoriasis Using Deep Learning

Ludovic Amruthalingam, Oliver Buerzle, Philippe Gottfrois, et al.

Healthc Inform Res. 2022;28(3):222-230.

Objectives: Pustular psoriasis (PP) is one of the most severe and chronic skin conditions. Its treatment is difficult, and measurements of its severity are highly dependent on clinicians’ experience. Pustules...

Original Article

July 31, 2022

Development of a Frailty Detection Model Using Machine Learning with the Korean Frailty and Aging Cohort Study Data

Dongjun Koo, Ah Ra Lee, Eunjoo Lee, et al.

Healthc Inform Res. 2022;28(3):231-239.

Objectives: This paper aimed to use machine learning to identify a new group of factors predicting frailty in the elderly population by utilizing the existing frailty criteria as a basis,...

Original Article

July 31, 2022

Effectiveness of the Use of Standardized Vocabularies on Epilepsy Patient Cohort Generation

Hyesil Jung, Ho-Young Lee, Sooyoung Yoo, et al.

Healthc Inform Res. 2022;28(3):240-246.

Objectives: This study investigated the effectiveness of using standardized vocabularies to generate epilepsy patient cohorts with local medical codes, SNOMED Clinical Terms (SNOMED CT), and International Classification of Diseases tenth...

Original Article

July 31, 2022

Cancer Risk Score Prediction Based on a Single-Nucleotide Polymorphism Network

Bharuno Mahesworo, Arif Budiarto, Alam Ahmad Hidayat, et al.

Healthc Inform Res. 2022;28(3):247-255.

Objectives: Genome-wide association studies (GWAS) are performed to study the associations between genetic variants with respect to certain phenotypic traits such as cancer. However, the method that is commonly used...

Original Article

July 31, 2022

Unsupervised Machine Learning to Identify Depressive Subtypes

Benson Kung, Maurice Chiang, Gayan Perera, et al.

Healthc Inform Res. 2022;28(3):256-266.

Objectives: This study evaluated an unsupervised machine learning method, latent Dirichlet allocation (LDA), as a method for identifying subtypes of depression within symptom data. Methods: Data from 18,314 depressed patients...

Application Strategies for Artificial Intelligence– based Clinical Decision Support System: From the Simulation to the Real-World Sook Hyun Park, Won Chul Cha Healthc Inform Res. 2022;28(3):185-187. Editorial July 31, 2022 Full text PubReader ePub PDF	Clinical Evaluation of Digital Therapeutics: Present and Future Ki Young Huh, Jaeseong Oh, SeungHwan Lee, et al. Healthc Inform Res. 2022;28(3):188-197. Review Article July 31, 2022 Full text PubReader ePub PDF
Exploring the Health and Social Needs of Community Residents Using an Online Community Care Platform: Linkage to the International Classification of Functioning, Disability, and Health Myounghwa Park, Linh Khanh Bui, Miri Jeong, et al. Healthc Inform Res. 2022;28(3):198-209. Original Article July 31, 2022 Full text PubReader ePub PDF	Machine Learning Smart System for Parkinson Disease Classification Using the Voice as a Biomarker Ilias Tougui, Abdelilah Jilbab, Jamal El Mhamdi Healthc Inform Res. 2022;28(3):210-221. Original Article July 31, 2022 Full text PubReader ePub PDF
Quantification of Efflorescences in Pustular Psoriasis Using Deep Learning Ludovic Amruthalingam, Oliver Buerzle, Philippe Gottfrois, et al. Healthc Inform Res. 2022;28(3):222-230. Original Article July 31, 2022 Full text PubReader ePub PDF Supplementary Material	Development of a Frailty Detection Model Using Machine Learning with the Korean Frailty and Aging Cohort Study Data Dongjun Koo, Ah Ra Lee, Eunjoo Lee, et al. Healthc Inform Res. 2022;28(3):231-239. Original Article July 31, 2022 Full text PubReader ePub PDF
Effectiveness of the Use of Standardized Vocabularies on Epilepsy Patient Cohort Generation Hyesil Jung, Ho-Young Lee, Sooyoung Yoo, et al. Healthc Inform Res. 2022;28(3):240-246. Original Article July 31, 2022 Full text PubReader ePub PDF	Cancer Risk Score Prediction Based on a Single-Nucleotide Polymorphism Network Bharuno Mahesworo, Arif Budiarto, Alam Ahmad Hidayat, et al. Healthc Inform Res. 2022;28(3):247-255. Original Article July 31, 2022 Full text PubReader ePub PDF
Unsupervised Machine Learning to Identify Depressive Subtypes Benson Kung, Maurice Chiang, Gayan Perera, et al. Healthc Inform Res. 2022;28(3):256-266. Original Article July 31, 2022 Full text PubReader ePub PDF Supplementary Material	Modification of Case-Based Reasoning Similarity Formula to Enhance the Performance of Smart System in Handling the Complaints of in vitro Fertilization Program Patients Paminto Agung Christianto, Eko Sediyono, Irwan Sembiring Healthc Inform Res. 2022;28(3):267-275. Case Report July 31, 2022 Full text PubReader ePub PDF
Text Mining of Biomedical Articles Using the Konstanz Information Miner (KNIME) Platform: Hemolytic Uremic Syndrome as a Case Study Ricardo A. Dorr, Juan J. Casal, Roxana Toriano Healthc Inform Res. 2022;28(3):276-283. Tutorial July 31, 2022 Full text PubReader ePub PDF