1.AI-driven Medical Care: Evaluation of Large Language Models in Generating Personalized Stroke Education Materials
Surim YOON ; Woo-Keun SEO ; Kyungseo KIM ; Seongvin JU ; Hyun Kyung KIM ; Hyung Jun KIM ; Jong-Won CHUNG ; Oh Young BANG ; Gyeong-Moon KIM ; Eun Young LEE ; Youngrak CHOI ; Soyoung YOO
Healthcare Informatics Research 2026;32(2):179-189
Objectives:
Large language models (LLMs) demonstrate remarkable potential in healthcare communication. However, whether they can process complex, high-volume medical information, such as stroke-related content, remains insufficiently validated. This study aimed to evaluate the natural language processing capabilities of LLMs in handling such content and to develop an evaluation instrument.
Methods:
A survey compared educational materials generated by two LLMs (ChatGPT 4.0 and Claude 3) with neurologist-authored content on stroke. The materials were based on two clinical scenarios representing distinct stroke etiologies: cardioembolism and large-artery atherosclerosis. They were evaluated in terms of accuracy, legality, ethics, comprehensiveness, and information delivery. Scores for comprehensiveness and information delivery were compared according to participants’ agreement with the use of LLMs in healthcare.
Results:
ChatGPT received the highest scores across all domains, except for legality in Scenario 2. In Scenario 1, the ranking for accuracy and summarization of clinical information was, from highest to lowest, ChatGPT, Claude, and the neurologist (η2 = 0.140, p < 0.001; η2 = 0.175, p < 0.001). The same hierarchy was observed in Scenario 2 for accuracy (η2 = 0.077, p < 0.001) and summarization (η2 = 0.194, p < 0.001). Participants who agreed with the use of LLMs in healthcare assigned higher scores for the comprehensiveness (Scenario 1, p = 0.005; Scenario 2, p = 0.007) and information delivery (Scenario 1, p = 0.003; Scenario 2, p = 0.026) of ChatGPT-generated materials than participants who did not agree.
Conclusions
LLMs demonstrated adequate capability to convey complex content, such as stroke-related information, in an accessible and understandable manner for non-experts.
2.Trauma-Induced Acute Temporomandibular Joint Disc Tear Leading to Malocclusion: A Case Report
Journal of Oral Medicine and Pain 2025;50(4):145-150
Disc tear of the temporomandibular joint (TMJ) is an uncommon finding that accompanies with advanced internal derangement and degenerative changes. Due to their nonspecific clinical presentation, diagnosis remains challenging and relies heavily on imaging modalities such as magnetic resonance imaging (MRI). This report presents two cases of TMJ disc tears that developed following acute trauma. Both patients exhibited sudden occlusal instability and joint pain. MRI revealed disc abnormalities consistent with tearing, localized to the intermediate zone. Conservative treatment including non-steroidal anti-inflammatory drugs (NSAIDs), physical therapy, and stabilization splint therapy led to clinical improvement in both patients, without surgical intervention. These cases illustrate that trauma-induced disc tears can be effectively managed with non-invasive treatment when identified early, and that MRI serves as a valuable diagnostic tool.
3.Newly Developed Sex-Specific Z Score Model for Coronary Artery Diameter in a Pediatric Population
Jeong Jin YU ; Hee Joung CHOI ; Hwa Jin CHO ; Sung Hye KIM ; Eun Jung CHEON ; Gi Beom KIM ; Lucy Youngmin EUN ; Se Yong JUNG ; Hyun Ok JUN ; Hyang-Ok WOO ; Sin-Ae PARK ; Soyoung YOON ; Hoon KO ; Ji-Eun BAN ; Jong-Woon CHOI ; Min Seob SONG ; Ji Whan HAN
Journal of Korean Medical Science 2024;39(16):e144-
Background:
This study aimed to generate a Z score calculation model for coronary artery diameter of normal children and adolescents to be adopted as the standard calculation method with consensus in clinical practice.
Methods:
This study was a retrospective, multicenter study that collected data from multiple institutions across South Korea. Data were analyzed to determine the model that best fit the relationship between the diameter of coronary arteries and independent demographic parameters. Linear, power, logarithmic, exponential, and square root polynomial models were tested for best fit.
Results:
Data of 2,030 subjects were collected from 16 institutions. Separate calculation models for each sex were developed because the impact of demographic variables on the diameter of coronary arteries differs according to sex. The final model was the polynomial formula with an exponential relationship between the diameter of coronary arteries and body surface area using the DuBois formula.
Conclusion
A new coronary artery diameter Z score model was developed and is anticipated to be applicable in clinical practice. The new model will help establish a consensus-based Z score model.
4.Corrigendum: Treatment sequence after initiating biologic therapy for patients with rheumatoid arthritis in Korea:a nationwide retrospective cohort study
Min Jung KIM ; Jun Won PARK ; Sun-Kyung LEE ; Yumi JANG ; Soyoung KIM ; Matthias STOELZEL ; Jonathan Lumen CHUA ; Kichul SHIN
Journal of Rheumatic Diseases 2024;31(4):263-263
5.Treatment Sequence After Initiating Biologic Therapy for Patients With Rheumatoid Arthritis in Korea: A Nationwide Retrospective Cohort Study
Min Jung KIM ; Jun Won PARK ; Sun-Kyung LEE ; Yumi JANG ; Soyoung KIM ; Matthias STOELZEL ; Jonathan Lumen CHUA ; Kichul SHIN
Journal of Rheumatic Diseases 2023;30(1):26-35
Objective:
To evaluate treatment patterns and healthcare resource utilization (HCRU) after initiating biologic disease-modifying antirheumatic drugs (bDMARDs) in Korean patients with rheumatoid arthritis (RA).
Methods:
Patients newly diagnosed with RA in 2014 were identified and followed up on using the Korean National Health Insurance Database until 2018. The initial line of therapy (LOT) or LOT1 included patients treated with conventional DMARDs (cDMARD). Patients who started a bDMARD were assigned to LOT2 bDMARD. Those who moved from a bDMARD to a Janus kinase inhibitor were assigned to LOT3. Analyzed outcomes were treatment patterns and HCRU in LOT2 bDMARD.
Results:
The most prescribed initial bDMARD was a tumor necrosis factor inhibitor. Seventy-five percent of patients had changes in treatment after starting a bDMARD, such as addition/removal or switch of a DMARD, and transition to LOT3. For the first and second changes in LOT2 bDMARD, adding a cDMARD to a bDMARD was more common than switching to another bDMARD (7.98% vs. 2.93% for the first change, and 17.10% vs. 6.51% for the second change). Tocilizumab was the most common bDMARD that was switched to. Forty-eight percent of patients had at least one hospitalization after initiating bDMARDs. Of these patients, 64.3% were admitted due to RA-related reasons.
Conclusion
This real-world study provides information on treatment characteristics of RA patients in Korea after starting a bDMARD. In contrary to guidelines, cDMARD addition was more often than bDMARD switches in daily clinical practice.
6.Anterior Ocular Biometrics Using Placido-scanning-slit System, Rotating Scheimpflug Tomography, and Swept-source Optical Coherence Tomography
Soyoung RYU ; Sook Hyun YOON ; Ikhyun JUN ; Kyoung Yul SEO ; Eung Kweon KIM ; Tae-im KIM
Korean Journal of Ophthalmology 2022;36(3):264-273
Purpose:
To compare anterior biometry measurements using placido-scanning-slit topography, rotating Scheimpflug tomography, and swept-source optical coherence tomography.
Methods:
A retrospective review consisted of 80 eyes of 49 participants who underwent anterior chamber depth (ACD), central corneal thickness (CCT), and keratometry examination on the same day. We used placido-scanning-slit topography (ORBscan II), rotating Scheimpflug tomography (Pentacam HR), and swept-source optical coherence tomography (CASIA SS1000). The intraclass correlation coefficients and Bland-Altman plots were used to evaluate the agreement and differences between measurements.
Results:
The mean ACD values were 2.88 ± 0.43, 2.82 ± 0.50, and 2.68 ± 0.44 mm; and the mean CCT values were 536.96 ± 31.19, 543.79 ± 31.04, and 561.41 ± 32.60 μm; and the mean keratometry (Km) were 43.81 ± 1.69, 43.81 ± 1.77, and 44.65 ± 1.95 diopters; as measured by CASIA SS-1000, Pentacam HR, and ORBscan II, respectively. Among the three devices, ACD was deepest to shallowest in the order of CASIA SS-1000, Pentacam HR, and ORBscan II (p < 0.05). The CCT was thickest to thinnest in the order of ORBscan II, Pentacam HR, and CASIA SS-1000 (p < 0.05). No significant differences in Km values were examined between CASIA SS-1000 and Pentacam HR, whereas ORBscan II overestimated Km with a statistically significant difference compared to the other two devices.
Conclusions
High level of agreement was found between CASIA SS-1000 and Pentacam HR for anterior parameters, including ACD, CCT, and Km, suggesting interchangeability. However, ORBscan II measurements differed considerably with the measurements obtained from the other two devices; therefore, it should not be used interchangeably. However, further studies with repeatability test should be considered in order to elucidate the reliability of each device.
7.Accuracy of the Kane Formula for Intraocular Lens Power Calculation in Comparison with Existing Formulas: A Retrospective Review
Soyoung RYU ; Ikhyun JUN ; Tae-im KIM ; Eung Kweon KIM ; Kyoung Yul SEO
Yonsei Medical Journal 2021;62(12):1117-1124
Purpose:
To evaluate the accuracy of the Kane formula for intraocular lens (IOL) power calculation in comparison with existing formulas by incorporating optional variables into calculation.
Materials and Methods:
This retrospective review consisted of 78 eyes of patients who had undergone uneventful phacoemulsification with intraocular implantation at Severance Hospital in Seoul, Korea between February 2020 and January 2021. The Kane formula was compared with six of the existing IOL formulas (SRK/T, Hoffer-Q, Haigis, Holladay1, Holladay2, Barrett Universal II) based on the mean absolute error (MAE), median absolute error (MedAE), and the percentages of eyes within prediction errors of ±0.25D, ±0.50D, and ±1.00D.
Results:
The Barrett Universal II formula demonstrated the lowest MAEs (0.26±0.17D), MedAEs (0.28D), and percentage of eyes within prediction errors of ±0.25D, ± 0.50D, and ±1.00D, although there was no statistically significant difference between Barrett Universal II-SRK/T (p=0.06), and Barrett Universal II-Kane formula (p<0.51). Following the Barrett Universal II formula, the Kane formula demonstrated the second most accurate formula with MAEs (0.30±0.19D) and MedAEs (0.28D). However, no statistical difference was shown between Kane-Barrett Universal II (p=0.51) and Kane-SRK/T (p=0.14).
Conclusion
Although slightly better refractory outcome was noted in the Barrett Universal II formula, the performance of the Kane formula in refractive prediction was comparable in IOL power calculation, marking its superiority over many conventional IOL formulas, such as HofferQ, Haigis, Holladay1, and Holladay2.
8.Analysis of Primary Molar Relationship using Digital Photograph
Soyoung LIM ; Chung-min KANG ; Dong hwan HWANG ; Hyung-jun CHOI ; Seong-Oh KIM
Journal of Korean Academy of Pediatric Dentistry 2020;47(1):36-43
The aim of this study was to assess the occlusal relationships of primary dentition of Korean preschool children in Hwaseong city.
Total 444 children of age group between 2 and 5 years were selected. One pediatric dentist took intraoral photos of children. Evaluation and categorization of the primary molar relationships were done by single examiner. Statistical analysis was performed with Pearson chi-squared test.
Total 389 samples, which is consisted of 185 boys, 204 girls were satisfied with inclusion criteria. Bilateral mesial step was seen in 61.7%. Bilateral flush terminal plane was seen in 15.4%. When the primary molar relations of the right and left sides were not the same, the combination of the mesial step and flush terminal plane was 14.7%.
The present study provides insight into occlusal relationships in the primary dentition of 2 - 5 years old of Korean children in Hwaseong city. Pediatric dentists should understand occlusal relationships of primary dentition for establishment of appropriate treatment strategies and occlusal guidance.
9.Factors associated with time to diagnosis from symptom onset in patients with early rheumatoid arthritis
Soo Kyoung CHO ; Dam KIM ; Soyoung WON ; Jiyoung LEE ; Chan Bum CHOI ; Jung Yoon CHOE ; Seung Jae HONG ; Jae Bum JUN ; Tae Hwan KIM ; Eunmi KOH ; Hye Soon LEE ; Jisoo LEE ; Dae Hyun YOO ; Bo Young YOON ; Sang Cheol BAE ; Yoon Kyoung SUNG ;
The Korean Journal of Internal Medicine 2019;34(4):910-916
BACKGROUND/AIMS:
To identify the factors associated with time to diagnosis after symptom onset in patients with early rheumatoid arthritis (RA).
METHODS:
Early RA patients with ≤ 1 year of disease duration in the KORean Observational study Network for Arthritis (KORONA) database were included in this analysis. Patients were further divided into two groups according to the time to diagnosis from symptom onset: the early diagnosis group (time to diagnosis ≤ 1 year) and the late diagnosis group (time to diagnosis > 1 year). Using the multivariable regression model, we identified factors associated with early diagnosis.
RESULTS:
Among 714 early RA patients, 401 patients (56.2%) and 313 patients (43.8%) were included in the early diagnosis and late diagnosis groups, respectively. The mean disease duration was 0.47 years in the early diagnosis group and 0.45 years in the late diagnosis group. In multivariable model analysis, greater age at onset (odds ratio [OR], 1.03; 95% confidence interval [CI], 1.02 to 1.05), high school education or higher (OR, 1.68; 95% CI, 1.14 to 2.47), higher income (OR, 1.48; 95% CI, 1.05 to 2.08), and initial small joint involvement (OR, 1.42; 95% CI, 1.02 to 1.98) were factors associated with early diagnosis. At diagnosis, disease activity scores using 28 joints on diagnosis (3.81 ± 1.44 vs. 3.82 ± 1.42, p = 0.92) and functional disability (0.65 ± 0.61 vs. 0.57 ± 0.62, p = 0.07) did not different between the two groups. However, hand joint erosion on X-ray (37.8% vs. 25.6%, p < 0.01) was more common in the late diagnosis group than the early diagnosis group.
CONCLUSIONS
Older onset age, higher educational level and income, and initial small joint involvement were positive factors for early diagnosis of RA.
10.The Development of Evidence-Based Guideline for Diagnosis and Management of Headache in Korea
Sun Mi KIM ; Young Hoon KO ; Seoyoung YOON ; Won Sub KANG ; Hye Geum KIM ; Hye Youn PARK ; Cheolmin SHIN ; Yoo Hyun UM ; Soyoung YOUN ; Jae Hon LEE ; Seung Ho JANG ; Sang Won JEON ; Hong Jun JEON ; Seockhoon CHUNG ; Jae Won CHOI ; Kyu Man HAN ; Sang Yeol LEE
Psychiatry Investigation 2019;16(3):199-205
OBJECTIVE: We aimed to develop the clinical guideline for headache by the systematic review and synthesis of existing evidence-based guidelines. The purpose of developing the guideline was to improve the appropriateness of diagnosis and treatment of headache disorder, and consequently, to improve patients’ pain control and quality of life. The guideline broadly covers the differential diagnosis and treatment of tension-type headache, migraine, cluster headache, and medication-overuse headache. METHODS: This is a methodological study based on the ADAPTE methodology, including a systematic review of the literature, quality assessment of the guidelines using the Appraisal of Clinical Guidelines for REsearch & Evaluation II (AGREE II) Instrument, as well as an external review using a Delphi technique. The inclusion criteria for systematic search were as follows: topic-relevant, up-to-date guidelines including evidence from within 5 years, evidence-based guidelines, guidelines written in English or Korean, and guidelines issued by academic institutions or government agencies. RESULTS: We selected five guidelines and conducted their quality assessment using the AGREE II Instrument. As a result, one guideline was found to be eligible for adaptation. For 13 key questions, a total of 39 recommendations were proposed with the grading system and revised using the nominal group technique. CONCLUSION: Recommendations should be applied to actual clinical sites to achieve the ultimate goal of this guideline; therefore, follow-up activities, such as monitoring of guideline usage and assessment of applicability of the recommendations, should be performed in the future. Further assessment of the effectiveness of the guideline in Korea is needed.
Cluster Headache
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Delphi Technique
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Diagnosis
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Diagnosis, Differential
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Follow-Up Studies
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Government Agencies
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Headache Disorders
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Headache
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Korea
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Methods
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Migraine Disorders
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Quality of Life
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Tension-Type Headache

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