Current Organizations / Institutes

The organizations/institutes from the scholar's latest article


Heui Sug Jo has a total of 164 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • Transitional care services are cost-effective for older patients with chronic obstructive pulmonary disease in Korea

    by Yu Seong Hwang, Deog Kyeom Kim, Jung-Kyu Lee, Eun Young Heo, Hyun Woo Lee, Su Kyoung Kim, Yukyung Park, Woo Jin Kim, Seon Sook Han, Yeon Jeong Heo, et al.

    Background: Transitional care services (TCS) may reduce post-discharge readmissions and improve disease management in patients with chronic obstructive pulmonary disease (COPD). This study evaluated the cost-effectiveness of TCS using state-specific relative risks (RRs) derived from a randomized controlled trial (RCT). Methods: Between September 2022 and September 2024, 417 patients with COPD discharged from three university hospitals in South Korea were assigned to TCS (n = 210) or usual care (n = 207). State-specific RRs were derived from 3-month RCT outcomes and incorporated into a Markov model with 3-month cycles and a 10-year time horizon. Costs and quality-adjusted life-years (QALYs) were estimated for patients in their 60 s, 70 s, and 80 s. Deterministic sensitivity analysis (DSA) and probabilistic sensitivity analysis (PSA) were performed to assess parameter uncertainty. Results: In the base-case analysis, TCS increased costs by USD 2,128.91 and USD 1,133.41 per patient in the 60 s and 70 s cohorts, respectively, but reduced costs by USD 58.01 in the 80 s cohort. Incremental QALYs were 0.155, 0.195, and 0.271, respectively. The corresponding incremental cost-utility ratios were USD 13,709.60/QALY and USD 5,816.85/QALY in the 60 s and 70 s cohorts, while TCS was dominant in the 80 s cohort. DSA identified the RR of respiratory-disease readmission as the largest driver of uncertainty, followed by the RR of COPD readmission; the RR of other-disease readmission and TCS intervention cost were also influential. At a willingness-to-pay threshold of USD 23,050/QALY, the probabilities that TCS was cost-effective were 55.7%, 67.9%, and 82.7% for the 60 s, 70 s, and 80 s cohorts, respectively. Conclusions: This study evaluated the cost-effectiveness of TCS for patients with COPD using state-specific RRs derived from an RCT. TCS was cost-effective across all age cohorts, with more favourable economic outcomes observed in older patients and dominance in the 80 s cohort. These findings support the implementation of TCS for patients with COPD, while further research is needed to confirm its long-term clinical and economic benefits.

  • Open Access

    Effect of post-discharge transitional care in patients with COPD: a multicenter single-blind randomised controlled trial

    by Yukyung Park, Deog Kyeom Kim, Woo Jin Kim, Seon Sook Han, Yeon Jeong Heo, Da Hye Moon, Oh Beom Kwon, Myung Goo Lee, Ji Young Hong, Jung-Kyu Lee, et al.

    Chronic obstructive pulmonary disease (COPD) significantly impairs patient quality of life and places a substantial burden on healthcare systems. However, the effectiveness of transitional care in reducing healthcare utilisation and improving symptom control remains uncertain. This study aimed to evaluate the effectiveness of an evidence-informed transitional care program for hospitalised patients with COPD. In this randomised controlled trial, 465 hospitalised patients with COPD from three South Korean university hospitals were block-randomised to intervention and control groups based on severity of airflow limitation (FEV1). The intervention involved a personalised care plan, including comprehensive assessment, patient education and training, telephone consultations, linkage to community services, home visits, and multidisciplinary case conferences. Participants were followed for 3 months after hospital discharge. Outcomes were analysed using an intention-to-treat approach. The primary outcome measures were readmission, respiratory symptoms, and treatment adherence. Mixed-effects models were used for repeated measures, and regression models were adjusted for baseline covariates. At 3 months post-discharge, all-cause readmission was numerically lower in the intervention group than in the control group, but the difference was not statistically significant (adjusted OR 0.84; 95% CI 0.48-1.47). In exploratory cause-specific analyses, COPD-related readmissions were numerically fewer in the TCG than in the UCG (2 vs. 9 patients), although the small event counts limit interpretation. The intervention group showed significantly greater improvement in respiratory symptoms compared with the control group (modified Medical Research Council scale scores: adjusted mean difference - 0.41, p < 0.001; chronic obstructive pulmonary disease assessment test scores: - 3.38, p < 0.001). Treatment adherence also improved in the intervention group at 1 month, although this difference was not statistically significant at 3 months. Post-discharge transitional care may improve short-term symptom control and early inhaler adherence in patients with COPD, while its effect on readmission remains uncertain and warrants evaluation in adequately powered studies with longer follow-up. Clinical Research Information Service (CRIS), No. KCT0007937, registered 24 November 2022-retrospectively registered.

  • Open Access

    Repeated Health Screening Measures and Incident Ischemic Stroke: Evidence From a Korean Population Study

    by Inhyeok Yim, Heui Sug Jo, Seongheon Kim, Su Kyoung Kim, Gyoung-Min Lee, Yu Seong Hwang

    Objectives: Ischemic stroke is influenced by long-term metabolic and renal deterioration; however, many risk prediction frameworks rely on single time-point measurements. We examined whether multi-period patterns in national health screening indicators are associated with incident ischemic stroke in Korea.Methods: Using customized National Health Insurance Service data with 3 biennial screenings (P1: 2013–2014; P2: 2015–2016; P3: 2017–2018), we identified incident ischemic stroke during 2019–2023 (Korean Standard Classification of Diseases-7 I63). After applying eligibility criteria and excluding individuals with missing screening values, we performed 1:1 propensity score matching on sex, 1-year age strata, and insurance type (97 454 matched pairs; n=194 908). Multi-period indicators included waist circumference increase ≥10%, sustained blood pressure ≥130/80 mmHg, sustained fasting glucose ≥126 mg/dL, proteinuria progression, and creatinine elevation in ≥2 periods (sex-specific thresholds). Associations were evaluated using conditional logistic regression; a comparator model used P3-only indicators.Results: In the multi-period model, stroke was associated with waist circumference increase ≥10% (odds ratio [OR], 1.05; 95% confidence interval [CI], 1.01 to 1.08), sustained blood pressure ≥130/80 mmHg (OR, 1.34; 95% CI, 1.31 to 1.37), sustained fasting glucose ≥126 mg/dL (OR, 1.66; 95% CI, 1.60 to 1.73), creatinine elevation in ≥2 periods (OR, 1.08; 95% CI, 1.06 to 1.10), and proteinuria progression (OR, 1.36; 95% CI, 1.32 to 1.39). In the P3-only model, all single-time-point indicators were associated with incident stroke (ORs, 1.08 to 1.47).Conclusions: Multi-year patterns in metabolic screening indicators were associated with incident ischemic stroke. Repeated health screening measurements may complement single time-point assessments and support continuous risk-factor monitoring and patient-centered prevention.

  • Open Access

    Association between readmission and mortality in patients with ischemic stroke: evidence from national health insurance service database of South Korea

    by Yu Seong Hwang, Heui Sug Jo

    The association between hospital readmission after ischemic stroke (IS) and long-term mortality remains insufficiently understood. This study examined the relationship between 90-day readmission and all-cause mortality over a 3-year follow-up period among patients experiencing their first IS. This retrospective cohort study used claims data from the National Health Insurance Service (NHIS) of South Korea. Patients discharged after hospitalization for IS between 2019 and 2020 were followed for 90 days to ascertain readmission status. Three readmission models were constructed based on clinical breadth: Model 1 (IS recurrence), Model 2 (IS and related diseases), and Model 3 (all-cause readmission). Propensity score-matched cohorts were analyzed using Kaplan-Meier methods and multivariable Cox proportional hazards models to assess associations with subsequent 3-year mortality. Among 22,548 patients included in the analysis, 83.3% (18,790) survived and 16.7% (3,758) died during the 3-year follow-up period. Kaplan-Meier analyses demonstrated significantly lower survival probabilities among patients readmitted within 90 days compared with those not readmitted across all three models (log-rank p < 0.05). In multivariable analyses, 90-day readmission was consistently associated with higher 3-year mortality (adjusted hazard ratio [aHR] range: 1.15-1.38). Higher mortality risk was observed among male patients (aHR ≈ 1.7), adults aged ≥ 80 years (aHR ≈ 5.3), and underweight individuals with body mass index < 18.5 kg/m² (aHR ≈ 2.0). In contrast, engagement in light physical activity and moderate-to-vigorous exercise was associated with lower mortality risk (aHR ≈ 0.74-0.78). Hospital readmission within 90 days after ischemic stroke was consistently associated with increased long-term mortality. In this observational study, early readmission may serve as a marker of clinical vulnerability, and the findings support the potential value of structured, stroke-specific transitional care models aimed at reducing avoidable readmissions. Implementing tailored transitional care interventions at discharge may help identify high-risk patients early and support continuity of care, thereby potentially mitigating adverse long-term outcomes after ischemic stroke.

  • Open Access

    Effects of a Nurse-Coordinated Transitional Care Service on Self-Management, Functional Status, Psychological, and Patient-Centered Outcomes in Patients with COPD: A Randomized Controlled Trial

    by Su Kyoung Kim, Deog Kyeom Kim, Yukyung Park, Woo Jin Kim, Seon-Sook Han, Yeon Jeong Heo, Da Hye Moon, Oh Beom Kwon, Myung Goo Lee, Ji Young Hong, et al.

    Background: Transitioning from hospital to home presents substantial challenges for patients with chronic obstructive pulmonary disease (COPD), often leading to difficulties maintaining self-management, functional independence, and psychological well-being after discharge. Although transitional care programs are increasingly implemented, their effects on multidimensional patient-centered outcomes remain insufficiently examined. This study aimed to evaluate the effectiveness of a nurse-coordinated transitional care service for patients with COPD during the transition from hospital to home and to examine its broader implications for improving continuity of care and patient-centered outcomes within the healthcare system. Methods: This randomized controlled trial was conducted in three university hospitals in South Korea between November 2022 and December 2024. A total of 465 patients were randomly assigned to either a nurse-coordinated transitional care intervention group or a usual care group. The intervention included structured self-management education during hospitalization, post-discharge home visits, and follow-up telephone consultations during the first month after discharge. Outcomes were assessed at baseline, 1 month, and 3 months. Statistical analyses included linear mixed-effects models for continuous outcomes and chi-square tests and independent t-tests for group comparisons. Results: Patients in the Transitional Care Group (TCG) showed marked improvements: disease awareness increased from 27.9% to 94.3% (vs. 35.7% in the Usual Care Group [UCG], RR = 2.64, 95% CI: 2.19–3.18, p < 0.001) and exercise adherence to 76.3% (vs. 43.0%, RR = 1.78, 95% CI: 1.49–2.11, p < 0.001). After adjusting for age, cognitive function declined in both groups but showed significantly smaller decreases in the TCG than in the UCG at 3 months (mean difference = −0.92, p < 0.001), and IADL demonstrated significantly better preservation in the TCG (mean difference = −1.77, p < 0.001). Self-efficacy declined in both groups but remained significantly higher in the TCG (mean difference = 2.65, p < 0.001). Anxiety and depression were significantly reduced in the TCG compared with the UCG (anxiety: −1.45, p < 0.001; depression: −2.72, p < 0.001). After adjusting for age, discharge preparedness and post-discharge management capacity were significantly higher in the TCG than in the UCG (adjusted mean differences = 3.25 and 4.93, respectively; both p < 0.001). Conclusions: These findings indicate that nurse-coordinated transitional care enhances patients’ self-management capacity and improves patient-centered outcomes during the transition from hospital to home.

  • Open Access

    Unsupervised topic exploration of the “Brain Disease Patient Community”: A text mining approach using latent Dirichlet allocation

    by Yu Seong Hwang, Yejun Kim, Jin Su Shin, Heui Sug Jo, Hocheol Lee

    Background: Online patient communities accumulate a large volume of user-generated narratives regarding symptoms, treatment decisions, rehabilitation, caregiving, and administrative processes. Systematically characterizing these narratives may provide patient-centered insights that complement conventional clinical and survey-based research. This study aimed to identify and interpret major themes discussed in a South Korean online community for patients with brain diseases, with a focus on ischemic stroke (cerebral infarction), spontaneous intracerebral hemorrhage, and cerebral aneurysm. Methods: A retrospective cross-sectional text-mining study was conducted on posts and associated comments published from October 1, 2024, to March 31, 2025, in a large Naver Cafe community. Posts were archived as PDF files, converted into text, and merged into a single corpus. Korean-language preprocessing was performed using the KoNLPy package with the MeCab morphological analyzer. Latent Dirichlet allocation (LDA) topic models were fitted across candidate numbers of topics. The final model was selected using quantitative metrics (including coherence and perplexity) and interpretability. Topic interpretation and labeling were supported by pyLDAvis keyword relevance weighting (λ=0.6) and expert review. Results: After preprocessing, the final corpus comprised 5,298 posts (including comments) and 20,474 unique tokens. The optimal LDA solution identified 12 topics clustered into four broad domains: (i) clinical management and secondary prevention, (ii) recovery and rehabilitation, (iii) inpatient care and caregiving, and (iv) psychosocial and administrative needs. Conclusion: Unsupervised topic modeling of online community discussions delineated a coherent set of patient- and caregiver-expressed needs that extend beyond clinical recovery to include caregiving burden and navigation of administrative and financial support systems.

  • Open Access

    Effectiveness of web- and app-based health management interventions for patients at high risk of stroke: A systematic review and meta-analysis

    by Su Kyoung Kim, Heui Sug Jo, Yu Seong Hwang

    Background: This study aimed to systematically review randomized controlled trials evaluating the effectiveness of web- and app-based health management interventions for patients at high risk of stroke, including those with cardiovascular disease, type 2 diabetes, or obesity. Clinical outcomes (blood pressure and glycated hemoglobin), self-management knowledge, health behaviors, and quality of life were examined. Methods: Following PRISMA guidelines, we searched PubMed, Web of Science, CINAHL, and the Cochrane Library for randomized controlled trials published between January 2010 and December 2024. Search terms included combinations of “Hypertension,” “Diabetes Mellitus,” “Myocardial Infarction,” “Obesity,” “Mobile Applications,” and “Web-Based Intervention.” Studies that provided sufficient data for quantitative synthesis were included in the meta-analysis. Pooled effect sizes were calculated using RevMan 5.4, and subgroup analyses were conducted based on intervention duration. Results: Thirty-five studies met the inclusion criteria. Meta-analysis revealed that web- and app-based interventions significantly improved blood pressure, glycated hemoglobin level, and medication adherence among individuals at high risk of stroke. These interventions also enhanced quality of life and increased self-management knowledge and behaviors. Subgroup analyses of web- or app-based educational programs indicated that clinical indicators improved with interventions lasting 3 months, whereas self-management knowledge, behaviors, and depression symptoms showed significant improvements with 6-month interventions. Conclusion: This study demonstrates that web- and app-based health management interventions yield improvements in clinical, psychological, and behavioral outcomes for patients at high risk of stroke. These findings provide evidence for the development and implementation of tailored digital health interventions for effective stroke prevention and chronic disease management.


  • Efficacy of Transitional Care Services for Patients With Stroke

    by Su Kyoung Kim, Heui Sug Jo, Yukyung Park, Inhyeok Yim

    Background: Approximately 60% of patients who have a stroke are discharged to their homes, after which they require ongoing community-based rehabilitation to support long-term recovery. Transitional care services (TCS) serve as an intervention aimed at reducing hospital readmissions by maintaining treatment continuity, either when patients transition between different levels of care within the same setting or when they move to a new care environment. Objectives: The purpose of this review was to evaluate the efficacy of TCS in reducing readmission rates, enhancing functional outcomes, improving self-efficacy, and boosting the quality of life for patients who had a stroke while also alleviating caregiver burden. Methods: To review randomized clinical trials performed between January 2014 and December 2023, we adhered to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines for reporting systematic reviews. We established a search strategy combining “transitional care,” “stroke,” “cerebrovascular disorders,” “patient discharge,” and “continuity of patient care” and used the PubMed, Embase, Cochrane Library, and CINAHL databases. We selected readmission rate and functional status as the primary outcomes and quality of life, self-efficacy, and care burden as secondary outcomes. We conducted a meta-analysis for each outcome indicator where quantitative synthesis was possible. For the meta-analysis, we used RevMan 5.4 and performed subgroup analyses according to intervention intensity, postdischarge intervention method, and intervention duration. Results: In the meta-analysis for each outcome indicator, we observed that TCS was effective in reducing the readmission rate of individuals living with stroke and improving their functional status. Additionally, patients with stroke who received TCS showed better quality of life, improved self-efficacy, and reduced caregiver burden compared to those who received usual care. Subgroup analyses revealed that patients with stroke who received moderate or higher intensity of TCS for 2 months demonstrated improvements in functional status compared to those who received lower intensity or 3-month interventions. Discussion: This is the first known systematic review to synthesize studies on the efficacy of TCS for patients with stroke over the past 10 years, examining outcome indicators such as readmission rates and functional status. Based on subgroup analysis, we derived an effective TCS strategy (e.g., intensity and duration) to improve functional status.


  • Open Access

    Experience of Cardiovascular and Cerebrovascular Disease Surgery Patients: Sentiment Analysis Using the Korean Bidirectional Encoder Representations from Transformers (KoBERT) Model

    by Hocheol Lee, Yu Seong Hwang, Ye Jun Kim, Yukyung Park, Heui Sug Jo

    Background: Cardiovascular and cerebrovascular diseases significantly contribute to global mortality and disability. The shift to outpatient postoperative care, accelerated by the COVID-19 pandemic, emphasizes the need for effective management of postoperative outcomes. The high rates of cardiovascular and cerebrovascular diseases in Korea necessitate focused transitional care during patient discharge periods. However, limited research exists on the postoperative experiences of discharged patients, underscoring the necessity of establishing evidence-based services to optimize transitional care. Objective: The objective of this paper was to analyze the emotional experiences of patients who underwent cardiovascular and cerebrovascular surgeries using data from Naver, a major South Korean web portal. Methods: Posts were collected using specific keywords and processed with the Korean Bidirectional Encoder Representations from Transformers (KoBERT) model based on Transformer, which classified sentiments into positive, neutral, and negative categories. Model performance was validated according to precision, recall, F1-score, and support. Sentiment analysis was conducted within the Transitional Care Model (TCM) framework, divided into 5 domains: health status, care resources, care demand, interaction, and mental state. Results: The KoBERT model demonstrated high classification performance, achieving a precision of 96%, recall of 94%, and an F1-score of 94%. Sentiment analysis revealed that compared with cardiovascular surgery patients, cerebrovascular surgery patients experienced higher negative emotions regarding health status, whereas cardiovascular surgery patients expressed more negative sentiments in care demands. Conclusions: Different patient groups experience distinct emotional and practical challenges postdischarge. Particularly, keywords within the TCM framework highlight that cerebrovascular surgery patients require robust rehabilitation and caregiver support, whereas cardiovascular surgery patients need better cost management. These findings underscore the importance of personalized transitional care strategies tailored for cardiovascular and cerebrovascular diseases. The insights derived from this study can guide health care policymakers in designing more targeted and patient-centered interventions to improve postdischarge care and patient-centered transitional care, ensuring continuous and effective postoperative management.