1.ChatGPT Predicts In-Hospital All-Cause Mortality for Sepsis: In-Context Learning with the Korean Sepsis Alliance Database
Namkee OH ; Won Chul CHA ; Jun Hyuk SEO ; Seong-Gyu CHOI ; Jong Man KIM ; Chi Ryang CHUNG ; Gee Young SUH ; Su Yeon LEE ; Dong Kyu OH ; Mi Hyeon PARK ; Chae-Man LIM ; Ryoung-Eun KO ;
Healthcare Informatics Research 2024;30(3):266-276
Objectives:
Sepsis is a leading global cause of mortality, and predicting its outcomes is vital for improving patient care. This study explored the capabilities of ChatGPT, a state-of-the-art natural language processing model, in predicting in-hospital mortality for sepsis patients.
Methods:
This study utilized data from the Korean Sepsis Alliance (KSA) database, collected between 2019 and 2021, focusing on adult intensive care unit (ICU) patients and aiming to determine whether ChatGPT could predict all-cause mortality after ICU admission at 7 and 30 days. Structured prompts enabled ChatGPT to engage in in-context learning, with the number of patient examples varying from zero to six. The predictive capabilities of ChatGPT-3.5-turbo and ChatGPT-4 were then compared against a gradient boosting model (GBM) using various performance metrics.
Results:
From the KSA database, 4,786 patients formed the 7-day mortality prediction dataset, of whom 718 died, and 4,025 patients formed the 30-day dataset, with 1,368 deaths. Age and clinical markers (e.g., Sequential Organ Failure Assessment score and lactic acid levels) showed significant differences between survivors and non-survivors in both datasets. For 7-day mortality predictions, the area under the receiver operating characteristic curve (AUROC) was 0.70–0.83 for GPT-4, 0.51–0.70 for GPT-3.5, and 0.79 for GBM. The AUROC for 30-day mortality was 0.51–0.59 for GPT-4, 0.47–0.57 for GPT-3.5, and 0.76 for GBM. Zero-shot predictions using GPT-4 for mortality from ICU admission to day 30 showed AUROCs from the mid-0.60s to 0.75 for GPT-4 and mainly from 0.47 to 0.63 for GPT-3.5.
Conclusions
GPT-4 demonstrated potential in predicting short-term in-hospital mortality, although its performance varied across different evaluation metrics.
2.Twenty-Five Year Trend Change in the Etiology of Pediatric Invasive Bacterial Infections in Korea, 1996–2020
Seung Ha SONG ; Hyunju LEE ; Hoan Jong LEE ; Eun Song SONG ; Jong Gyun AHN ; Su Eun PARK ; Taekjin LEE ; Hye-Kyung CHO ; Jina LEE ; Yae-Jean KIM ; Dae Sun JO ; Jong-Hyun KIM ; Hyun Mi KANG ; Joon Kee LEE ; Chun Soo KIM ; Dong Hyun KIM ; Hwang Min KIM ; Jae Hong CHOI ; Byung Wook EUN ; Nam Hee KIM ; Eun Young CHO ; Yun-Kyung KIM ; Chi Eun OH ; Kyung-Hyo KIM ; Sang Hyuk MA ; Hyun Joo JUNG ; Kun Song LEE ; Kwang Nam KIM ; Eun Hwa CHOI
Journal of Korean Medical Science 2023;38(16):e127-
Background:
The coronavirus disease-2019 (COVID-19) pandemic has contributed to the change in the epidemiology of many infectious diseases. This study aimed to establish the pre-pandemic epidemiology of pediatric invasive bacterial infection (IBI).
Methods:
A retrospective multicenter-based surveillance for pediatric IBIs has been maintained from 1996 to 2020 in Korea. IBIs caused by eight bacteria (Streptococcus pneumoniae, Haemophilus influenzae, Neisseria meningitidis, Staphylococcus aureus, Streptococcus agalactiae, Streptococcus pyogenes, Listeria monocytogenes, and Salmonella species) in immunocompetent children > 3 months of age were collected at 29 centers. The annual trend in the proportion of IBIs by each pathogen was analyzed.
Results:
A total of 2,195 episodes were identified during the 25-year period between 1996 and 2020. S. pneumoniae (42.4%), S. aureus (22.1%), and Salmonella species (21.0%) were common in children 3 to 59 months of age. In children ≥ 5 years of age, S. aureus (58.1%), followed by Salmonella species (14.8%) and S. pneumoniae (12.2%) were common. Excluding the year 2020, there was a trend toward a decrease in the relative proportions of S. pneumoniae (rs = −0.430, P = 0.036), H. influenzae (rs = −0.922, P < 0.001), while trend toward an increase in the relative proportion of S. aureus (rs = 0.850, P < 0.001), S. agalactiae (rs = 0.615, P = 0.001), and S. pyogenes (rs = 0.554, P = 0.005).
Conclusion
In the proportion of IBIs over a 24-year period between 1996 and 2019, we observed a decreasing trend for S. pneumoniae and H. influenzae and an increasing trend for S. aureus, S. agalactiae, and S. pyogenes in children > 3 months of age. These findings can be used as the baseline data to navigate the trend in the epidemiology of pediatric IBI in the post COVID-19 era.
3.Impact of the Coronavirus Disease Pandemic on Mental Health Among School Students in Korea During the COVID-19 Pandemic
Youngsoo JANG ; Hye-mi CHO ; Young-Eun MOK ; Su-hyuk CHI ; Changsu HAN ; Hyun-suk YI ; Moon-Soo LEE
Journal of the Korean Academy of Child and Adolescent Psychiatry 2023;34(2):63-68
Objectives:
The coronavirus disease (COVID-19) pandemic has had various effects on mankind, especially children and adolescents.Because children and adolescents spend a lot of time at school, COVID-19 has had a great impact on school mental health. In this study, we investigated the effect of prolonged COVID-19 on school mental health.
Methods:
We prepared self-report questionnaires for depression (Children’s Depression Inventory, CDI), anxiety (Korean version of the Penn State Worry Questionnaire for Children; Generalized Anxiety Disorder-7, GAD-7), and post-traumatic stress (Primary Care Post-traumatic Stress Disorder, PC-PTSD) for administering to students aged between 7 and 18 years, recruited by a COVID-19 psychological prevention support group in the Gwangmyeong Mental Health Welfare Center for 2 years, in 2020 and 2021.
Results:
For children aged 7–12 years, there was no significant difference between the years 2020 and 2021 in the assessment of depression, anxiety, and post-traumatic stress. Conversely, for adolescents aged 13–18 years, there was a significant increase in the scale scores (CDI, PC-PTSD, and GAD-7).
Conclusion
Prolonged COVID-19 might have had a significant impact on the mental health of adolescents who spent a lot of time at school. When comparing the years 2020 and 2021, middle and high school students were more affected by COVID-19 than elementary school students.
4.Altered Functional Connectivity of the Nucleus Accumbens and Amygdala in Cyber Addiction: A Resting State Functional Magnetic Resonance Imaging Study
Minsoo KO ; Su-hyuk CHI ; Jong-ha LEE ; Sang-il SUH ; Moon-Soo LEE
Clinical Psychopharmacology and Neuroscience 2023;21(2):304-312
Objective:
Cyber addiction, which is more vulnerable in adolescents, is defined as the excessive use of computers and the Internet that causes serious psychological, social, and physical problems. In this study, we investigated the resting-state functional connectivity (rsFC) in adolescents with cyber addiction.
Methods:
We collected and analyzed resting-state functional neuroimaging data of 20 patients with cyber addiction, aged 13−18 years, and 27 healthy controls. Based on previous studies, the seed regions included the dorsolateral prefrontal cortex, medial orbitofrontal cortex, lateral orbitofrontal cortex, dorsal anterior cingulate cortex, insula, hippocampus, amygdala, nucleus accumbens, and the ventral tegmental area. Seed-to-voxel analyses were performed to investigate the differences between patients and healthy controls. A correlation analysis between rsFC and cyber addiction severity was also performed.
Results:
Patients with cyber addiction showed the following characteristics: increased positive rsFC between the left insular−right middle temporal gyrus; increased positive rsFC between the right hippocampus−right precentral gyrus;increased positive rsFC between the right amygdala−right precentral gyrus and right parietal operculum cortex; increased negative rsFC between the left nucleus accumbens−right cerebellum crus II and right cerebellum VI.
Conclusion
Adolescents with cyber addiction show altered functional connectivity during the resting state. The findings of this study may help us better understand the neuropathology of cyber addiction in adolescents.
5.Impact of COVID-19-Related Stress and Depression in Public Sector Workers
Jinsol PARK ; Hye-mi CHO ; Min-soo KO ; Su-hyuk CHI ; Changsu HAN ; Hyun-suk YI ; Moon-Soo LEE
Korean Journal of Psychosomatic Medicine 2021;29(2):136-143
Objectives:
:The coronavirus disease 2019 (COVID-19) outbreak is a global medical crisis imposing particular burden on public sector employees. The aim of this study was to investigate the psychiatric distress among public sector workers amid the COVID-19 pandemic.
Methods:
:We conducted a cross-sectional study with 531 public sector workers in Gwangmyung city who completed Korean versions of the Perceived Stress Scale (PSS), Patient Health Questionnaire-9 (PHQ-9), and Impact of Event Scale-Revised-Korean (IES-R-K).
Results:
:The results revealed more than moderate levels of stress (85.2%), depressive symptoms (22.2%), and posttraumatic stress symptoms (38.8%). PSS total score was significantly correlated with PHQ-9, IES-R-K total scores as well as IES-R-K subscale scores. Total scores on the PSS, PHQ-9, and IES-R-K were all inversely correlated with age.
Conclusions
:COVID-19-related workers experience considerable stress and depressive symptoms, with self-rated stress correlating significantly with depression scores. Age may serve as a protective factor against oc-cupational stress and burnout. These findings highlight the need for adequate psychiatric screening and interven-tion for public sector workers.
6.Erratum: Addition of a Co-Author: Etiology of Invasive Bacterial Infections in Immunocompetent Children in Korea (2006–2010): a Retrospective Multicenter Study
Kyuyol RHIE ; Eun Hwa CHOI ; Eun Young CHO ; Jina LEE ; Jin Han KANG ; Dong Soo KIM ; Yae Jean KIM ; Youngmin AHN ; Byung Wook EUN ; Sung Hee OH ; Sung Ho CHA ; Young Jin HONG ; Kwang Nam KIM ; Nam Hee KIM ; Yun Kyung KIM ; Jong Hyun KIM ; Taekjin LEE ; Hwang Min KIM ; Kun Song LEE ; Chun Soo KIM ; Su Eun PARK ; Young Mi KIM ; Chi Eun OH ; Sang Hyuk MA ; Dae Sun JO ; Young Youn CHOI ; Hoan Jong LEE
Journal of Korean Medical Science 2019;34(25):e182-
The authors regret that one co-author (Kyung-Hyo Kim) was missing in the article.
7.Etiology of Invasive Bacterial Infections in Immunocompetent Children in Korea (2006–2010): a Retrospective Multicenter Study
Kyuyol RHIE ; Eun Hwa CHOI ; Eun Young CHO ; Jina LEE ; Jin Han KANG ; Dong Soo KIM ; Yae Jean KIM ; Youngmin AHN ; Byung Wook EUN ; Sung Hee OH ; Sung Ho CHA ; Young Jin HONG ; Kwang Nam KIM ; Nam Hee KIM ; Yun Kyung KIM ; Jong Hyun KIM ; Taekjin LEE ; Hwang Min KIM ; Kun Song LEE ; Chun Soo KIM ; Su Eun PARK ; Young Mi KIM ; Chi Eun OH ; Sang Hyuk MA ; Dae Sun JO ; Young Youn CHOI ; Hoan Jong LEE
Journal of Korean Medical Science 2018;33(6):e45-
BACKGROUND: Invasive bacterial infections in apparently immunocompetent children were retrospectively analyzed to figure causative bacterial organisms in Korea. METHODS: A total of 947 cases from 25 university hospitals were identified from 2006 to 2010 as a continuance of a previous 10-year period study from 1996 to 2005. RESULTS: Escherichia coli (41.3%), Streptococcus agalactiae (27.7%), and Staphylococcus aureus (27.1%) were the most common pathogens in infants < 3 months of age. S. agalactiae was the most prevalent cause of meningitis and pneumonia and E. coli was the major cause of bacteremia without localizing signs in this group. In children 3 to 59 months of age, Streptococcus pneumoniae (54.2%), S. aureus (20.5%), and Salmonella spp. (14.4%) were the most common pathogens. S. pneumoniae was the leading cause of pneumonia (86.0%), meningitis (65.0%), and bacteremia without localizing signs (49.0%) in this group. In children ≥ 5 years of age, S. aureus (62.8%) was the predominant pathogen, followed by Salmonella species (12.4%) and S. pneumoniae (11.5%). Salmonella species (43.0%) was the most common cause of bacteremia without localizing signs in this group. The relative proportion of S. aureus increased significantly over the 15-year period (1996–2010) in children ≥ 3 months of age (P < 0.001), while that of Haemophilus influenzae decreased significantly in both < 3 months of age group (P = 0.036) and ≥ 3 months of age groups (P < 0.001). CONCLUSION: S. agalactiae, E. coli, S. pneumoniae, and S. aureus are common etiologic agents of invasive bacterial infections in Korean children.
Bacteremia
;
Bacterial Infections
;
Child
;
Epidemiology
;
Escherichia coli
;
Haemophilus influenzae
;
Hospitals, University
;
Humans
;
Infant
;
Korea
;
Meningitis
;
Pneumonia
;
Retrospective Studies
;
Salmonella
;
Staphylococcus aureus
;
Streptococcus agalactiae
;
Streptococcus pneumoniae
8.Effects of Psychotropic Drugs on Seizure Threshold during Electroconvulsive Therapy.
Su Hyuk CHI ; Hyun Ghang JEONG ; Suji LEE ; So Young OH ; Seung Hyun KIM
Psychiatry Investigation 2017;14(5):647-655
OBJECTIVE: To analyze the relationship between seizure threshold (ST) and psychotropic drugs in patients treated with ECT. METHODS: We examined clinical data from 43 patients. ST was titrated at each treatment session. We examined associations between ST and psychotropic drugs using multivariate correlation analyses. Data are presented as initial ST, the difference in ST between the first and 10th sessions (ΔST(10th)), and the mean difference in ST between the first and last sessions (mean ΔST(last)). RESULTS: Multivariate regression analyses showed associations between initial ST and the total chlorpromazine-equivalent dose of antipsychotics (β=0.363, p<0.05). The total fluoxetine-equivalent dose of antidepressants was associated with ΔST(10th) (β=0.486, p<0.01) and mean ΔST(last) (β=0.472, p<0.01). CONCLUSION: Our study elucidated possible effects of psychotropic drugs on ST shifts. Larger doses of antipsychotics were associated with higher initial ST, whereas higher doses of antidepressants were associated with stronger shifts in ST.
Antidepressive Agents
;
Antipsychotic Agents
;
Electroconvulsive Therapy*
;
Humans
;
Psychotropic Drugs*
;
Seizures*
9.Correlation of NPM1 Type A Mutation Burden With Clinical Status and Outcomes in Acute Myeloid Leukemia Patients With Mutated NPM1 Type A.
Su Yeon JO ; Sang Hyuk PARK ; In Suk KIM ; Jongyoun YI ; Hyung Hoi KIM ; Chulhun L CHANG ; Eun Yup LEE ; Young Uk CHO ; Seongsoo JANG ; Chan Jeoung PARK ; Hyun Sook CHI
Annals of Laboratory Medicine 2016;36(5):399-404
BACKGROUND: Nucleophosmin gene (NPM1) mutation may be a good molecular marker for assessing the clinical status and predicting the outcomes in AML patients. We evaluated the applicability of NPM1 type A mutation (NPM1-mutA) quantitation for this purpose. METHODS: Twenty-seven AML patients with normal karyotype but bearing the mutated NPM1 were enrolled in the study, and real-time quantitative PCR of NPM1-mutA was performed on 93 bone marrow (BM) samples (27 samples at diagnosis and 56 at follow-up). The NPM1-mutA allele burdens (represented as the NPM1-mutA/Abelson gene (ABL) ratio) at diagnosis and at follow-up were compared. RESULTS: The median NPM1-mutA/ABL ratio was 1.3287 at diagnosis and 0.092 at 28 days after chemotherapy, corresponding to a median log10 reduction of 1.7061. Significant correlations were observed between BM blast counts and NPM1-mutA quantitation results measured at diagnosis (γ=0.5885, P=0.0012) and after chemotherapy (γ=0.5106, P=0.0065). Total 16 patients achieved morphologic complete remission at 28 days after chemotherapy, and 14 (87.5%) patients showed a >3 log10 reduction of the NPM1-mutA/ABL ratio. The NPM1-mutA allele was detected in each of five patients who had relapsed, giving a median increase of 0.91-fold of the NPM1-mutA/ABL ratio at relapse over that at diagnosis. CONCLUSIONS: The NPM1-mutA quantitation results corresponded to BM assessment results with high stability at relapse, and could predict patient outcomes. Quantitation of the NPM1-mutA burden at follow-up would be useful in the management of AML patients harboring this gene mutation.
Antineoplastic Agents/therapeutic use
;
Bone Marrow/metabolism/pathology
;
Cytarabine/therapeutic use
;
Daunorubicin
;
Humans
;
Karyotype
;
Leukemia, Myeloid, Acute/drug therapy/genetics/*pathology
;
Mutation
;
Nuclear Proteins/*genetics/metabolism
;
Real-Time Polymerase Chain Reaction
;
Recurrence
;
Remission Induction
;
Retrospective Studies
;
Sequence Analysis, DNA
;
fms-Like Tyrosine Kinase 3/genetics
10.Early Changes in the Serotype Distribution of Invasive Pneumococcal Isolates from Children after the Introduction of Extended-valent Pneumococcal Conjugate Vaccines in Korea, 2011-2013.
Eun Young CHO ; Eun Hwa CHOI ; Jin Han KANG ; Kyung Hyo KIM ; Dong Soo KIM ; Yae Jean KIM ; Young Min AHN ; Byung Wook EUN ; Sung Hee OH ; Sung Ho CHA ; Hye Kyung CHO ; Young Jin HONG ; Kwang Nam KIM ; Nam Hee KIM ; Yun Kyung KIM ; Jong Hyun KIM ; Hyunju LEE ; Taekjin LEE ; Hwang Min KIM ; Kun Song LEE ; Chun Soo KIM ; Su Eun PARK ; Young Mi KIM ; Chi Eun OH ; Sang Hyuk MA ; Dae Sun JO ; Young Youn CHOI ; Jina LEE ; Geun Ryang BAE ; Ok PARK ; Young Joon PARK ; Eun Seong KIM ; Hoan Jong LEE
Journal of Korean Medical Science 2016;31(7):1082-1088
This study was performed to measure early changes in the serotype distribution of pneumococci isolated from children with invasive disease during the 3-year period following the introduction of 10- and 13-valent pneumococcal conjugate vaccines (PCVs) in Korea. From January 2011 to December 2013 at 25 hospitals located throughout Korea, pneumococci were isolated among children who had invasive pneumococcal disease (IPD). Serotypes were determined using the Quellung reaction, and the change in serotype distribution was analyzed. Seventy-five cases of IPD were included. Eighty percent of patients were aged 3-59 months, and 32% had a comorbidity that increased the risk of pneumococcal infection. The most common serotypes were 19A (32.0%), 10A (8.0%), and 15C (6.7%). The PCV7 serotypes (4, 6B, 9V, 14, 18C, 19F, 23F, and 6A) accounted for 14.7% of the total isolates and the PCV13 minus PCV7 types (1, 3, 5, 7F and 19A) accounted for 32.0% of the total isolates. Serotype 19A was the only serotype in the PCV13 minus PCV7 group. The proportion of serotype 19A showed decreasing tendency from 37.5% in 2011 to 22.2% in 2013 (P = 0.309), while the proportion of non-PCV13 types showed increasing tendency from 45.8% in 2011 to 72.2% in 2013 (P = 0.108). Shortly after the introduction of extended-valent PCVs in Korea, serotype 19A continued to be the most common serotype causing IPD in children. Subsequently, the proportion of 19A decreased, and non-vaccine serotypes emerged as an important cause of IPD. The impact of extended-valent vaccines must be continuously monitored.
Adolescent
;
Bacteremia/complications/diagnosis
;
Child
;
Child, Preschool
;
Female
;
Hospitals
;
Humans
;
Infant
;
Male
;
Pneumococcal Infections/microbiology/*prevention & control
;
Pneumococcal Vaccines/*immunology
;
Republic of Korea
;
Serotyping
;
Streptococcus pneumoniae/*classification/isolation & purification
;
Vaccines, Conjugate/*immunology

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