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Review of the 2024 Fall Conference of the Korean Society of Medical Informatics—AI’s Role in Shaping Modern Healthcare

Lee J, Ko T, Yang K, Lee Y, on behalf of the KOSMI’s Academic Committee

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Era of Digital Healthcare: Emergence of the Smart Patient

Huhh D, Shin K, Kim M, Lee J, Kim H, Choi J, Ban S

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

Park EG, Kim MJ, Kim J, Shin K, Ryu B

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...
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Extreme Prototyping for a Community Health Worker Medical Application

Molon JN

Objectives: Noncommunicable diseases (NCDs) pose a significant burden, especially in low- and middle-income countries such as the Philippines. To tackle this issue, the Department of Health launched the Philippine Package...
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Triage Data-Driven Prediction Models for Hospital Admission of Emergency Department Patients: A Systematic Review

Shin HA, Kang H, Choi M

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

Lee K, Argoubi R, Costantino H

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

Bavatharani R, Supriya V, Scott JX, Sankaranarayanan S

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...
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Interactive Engagement with Self-Paced Learning Content in a Didactic Course

Sharmin N, Houshyar S, Stevenson TR, Chow AK

Objectives: A growing number of health professional institutions around the world are embracing innovative technologies to increase student engagement, primarily to improve clinical and simulated learning experiences. Didactic learning is...
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Deep Learning Model-Based Detection of Anemia from Conjunctiva Images

Sehar N, Krishnamoorthi N, Vinoth Kumar C

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

Sivakumar S, Sivakumar G

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

Muflikhah L, Fatyanosa TN, Widodo N, Perdana RS, S, Ratnawati H

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,...
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