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Machine Learning on Early Diagnosis of Depression
Kwang-Sig Lee, Byung-Joo Ham
Psychiatry Investig. 2022;19(8):597-605. Published online 2022 Aug 24 DOI: https://doi.org/10.30773/pi.2022.0075
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Identifying Adolescent Depression and Anxiety Through Real-World Data and Social Determinants of Health: Machine Learning Model Development and Validation
Mamoun T Mardini, Georges E Khalil, Chen Bai, Aparna Menon DivaKaran, Jessica M Ray
JMIR Mental Health.2025; 12: e66665. CrossRef Electrophysiological biomarkers based on CISANET characterize illness severity and suicidal ideation among patients with major depressive disorder
Yuchen Liang, Xuelin Gu, Yifan Shi, Yiru Fang, Zhiguo Wu, Xiaoou Li
Medical & Biological Engineering & Computing.2025;[Epub] CrossRef Accuracy of machine learning methods in predicting prognosis of patients with psychotic spectrum disorders: a systematic review
Jing Ling Tay, Yun Ling Ang, Wilson W S Tam, Kang Sim
BMJ Open.2025; 15(2): e084463. CrossRef DDNet: A Robust, and Reliable Hybrid Machine Learning Model for Effective Detection of Depression Among University Students
Nasirul Mumenin, Mohammad Abu Yousuf, Madini O. Alassafi, Muhammad Mostafa Monowar, Md. Abdul Hamid
IEEE Access.2025; 13: 49334. CrossRef Machine learning analysis with population data for the associations of preterm birth with temporomandibular disorder and gastrointestinal diseases
Kwang-Sig Lee, In-Seok Song, Eun Sun Kim, Jisu Kim, Sohee Jung, Sunwoo Nam, Ki Hoon Ahn, Martina Ferrillo
PLOS ONE.2024; 19(1): e0296329. CrossRef Explainable Model Using Shapley Additive Explanations Approach on Wound Infection after Wide Soft Tissue Sarcoma Resection: “Big Data” Analysis Based on Health Insurance Review and Assessment Service Hub
Ji-Hye Choi, Yumin Choi, Kwang-Sig Lee, Ki-Hoon Ahn, Woo Young Jang
Medicina.2024; 60(2): 327. CrossRef Artificial intelligence in colonoscopy: from detection to diagnosis
Eun Sun Kim, Kwang-Sig Lee
The Korean Journal of Internal Medicine.2024; 39(4): 555. CrossRef Machine learning-based prediction of cerebral oxygen saturation based on multi-modal cerebral oximetry data
Kwang-Sig Lee, Su Jin Kim, Dong Cheol Kim, Sang-Hyun Park, Dong-Hyun Jang, Eung Hwi Kim, YoungShin Kang, Sijin Lee, Sung Woo Lee
Health Informatics Journal.2024;[Epub] CrossRef Diagnosis of mental disorders using machine learning: Literature review and bibliometric mapping from 2012 to 2023
Chandra Mani Sharma, Vijayaraghavan M. Chariar
Heliyon.2024; 10(12): e32548. CrossRef Machine learning analysis with population data for prepregnancy and perinatal risk factors for the neurodevelopmental delay of offspring
Seung-Woo Yang, Kwang-Sig Lee, Ju Sun Heo, Eun-Saem Choi, Kyumin Kim, Sohee Lee, Ki Hoon Ahn
Scientific Reports.2024;[Epub] CrossRef Exploration of a Machine Learning Model Using Self-rating Questionnaires for Detecting Depression in Patients with Breast Cancer
Heeseung Park, Kyungwon Kim, Eunsoo Moon, Hyun Ju Lim, Hwagyu Suh, Kyoung-Eun Kim, Taewoo Kang
Clinical Psychopharmacology and Neuroscience.2024; 22(3): 466. CrossRef Biopsychosocial phenotypes in people with HIV in the CHARTER cohort
Bin Tang, Ronald J Ellis, Florin Vaida, Anya Umlauf, Donald R Franklin, Raha Dastgheyb, Leah H Rubin, Patricia K Riggs, Jennifer E Iudicello, David B Clifford, David J Moore, Robert K Heaton, Scott L Letendre
Brain Communications.2024;[Epub] CrossRef Screening depression among university students utilizing GHQ-12 and machine learning
Nasirul Mumenin, A.B.M. Kabir Hossain, Md. Arafat Hossain, Partha Pratim Debnath, Mursheda Nusrat Della, Md. Mahmudul Hasan Rashed, Afzal Hossen, Md. Rubel Basar, Md. Sejan Hossain
Heliyon.2024; 10(17): e37182. CrossRef Clinical and dental predictors of preterm birth using machine learning methods: the MOHEPI study
Jung Soo Park, Kwang-Sig Lee, Ju Sun Heo, Ki Hoon Ahn
Scientific Reports.2024;[Epub] CrossRef Generative Artificial Intelligence in the Early Diagnosis of Gastrointestinal Disease
Kwang-Sig Lee, Eun Sun Kim
Applied Sciences.2024; 14(23): 11219. CrossRef Enhancing Technologies In Adaptive Reuse: AI Supported Systems
Gamze Akyol, Seda Şimşek
Ecological Perspective .2024; 4(1): 1. CrossRef Graph Machine Learning With Systematic Hyper-Parameter Selection on Hidden Networks and Mental Health Conditions in the Middle-Aged and Old
Kwang-Sig Lee, Byung-Joo Ham
Psychiatry Investigation.2024; 21(12): 1382. CrossRef Neuropsychiatric Symptoms and Commonly Used Biomarkers of Alzheimer’s Disease: A Literature Review from a Machine Learning Perspective
Jay Shah, Md Mahfuzur Rahman Siddiquee, Janina Krell-Roesch, Jeremy A. Syrjanen, Walter K. Kremers, Maria Vassilaki, Erica Forzani, Teresa Wu, Yonas E. Geda
Journal of Alzheimer's Disease.2023; 92(4): 1131. CrossRef Relationships of Antidepressant Medication With Its Various Factors Including Nitrogen Dioxides Seasonality: Machine Learning Analysis Using National Health Insurance Data
Kwang-Sig Lee, Hae-In Kim, Byung-Joo Ham
Psychiatry Investigation.2023; 20(6): 515. CrossRef
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