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.Infantile Colic and the Subsequent Development of the Irritable Bowel Syndrome
Ju Hee KIM ; Seung Won LEE ; Yoowon KWON ; Eun Kyo HA ; Jaewoo AN ; Hye Ryeong CHA ; Su Jin JEONG ; Man Yong HAN
Journal of Neurogastroenterology and Motility 2022;28(4):618-629
Background/Aims:
Little is known about the association between infantile colic and the later onset of irritable bowel syndrome (IBS).
Methods:
This study examined all 917 707 children who were born in Korea between 2007 and 2008. Infantile colic was defined with 1 or more diagnoses of ICD-10 code R10.4 or R68.1 at the age of 5 weeks to 4 months, and infants with a diagnosis of infantile colic and without were allocated into the infantile colic group and the control group. IBS was defined as 2 or more diagnoses of ICD-10 code K58.X after 4 years of age. Each child was traced until 2017. The risk of IBS with infantile colic was evaluated using a Cox proportional hazards model with propensity score inverse probability of treatment weighting (IPTW).
Results:
After IPTW, 363 528 and 359 842 children were allocated to the control group and the infantile colic group, respectively. The infantile colic group had a higher risk of developing IBS in childhood (hazard ratio [95% CI], 1.12 [1.10 to 1.13]) than the control group.Moreover, the subgroup analyses according to the feeding status, birth weight, sex, or economic status, showed that the risk of IBS with former infantile colic remained statistically significant.
Conclusions
Children with a diagnosis of infantile colic during the infant period had a significant risk of developing IBS after 4 years of age.Understanding the pathogenesis of infantile colic in the neonatal period may reduce the prevalence and severity of functional gastrointestinal disorders from childhood to adolescence to adulthood.
3.Reliability and Clinical Utility of Machine Learning to Predict Stroke Prognosis: Comparison with Logistic Regression
Su-Kyeong JANG ; Jun Young CHANG ; Ji Sung LEE ; Eun-Jae LEE ; Yong-Hwan KIM ; Jung Hoon HAN ; Dae-Il CHANG ; Han Jin CHO ; Jae-Kwan CHA ; Kyung Ho YU ; Jin-Man JUNG ; Seong Hwan AHN ; Dong-Eog KIM ; Sung-Il SOHN ; Ju Hun LEE ; Kyung-Pil PARK ; Sun U. KWON ; Jong S. KIM ; Dong-Wha KANG ;
Journal of Stroke 2020;22(3):403-406
4.Multicenter Evaluation on the Efficacy of N-Acetyl Cystine in Relieving the Symptoms of Laryngopharyngeal Reflux Disease
So Yean KIM ; Tack Kyun KWON ; Han Su KIM ; Young Ik SON ; Seung Hoon WOO ; Jeong Soo WOO ; Seung Won LEE ; Jae Yol LIM ; Man Ki CHUNG ; Young Hoon JOO ; Wonjae CHA ; Seung Ho CHOI ; Hyun Jun HONG ; Sang Hyuk LEE
Journal of the Korean Society of Laryngology Phoniatrics and Logopedics 2018;29(2):87-93
BACKGROUND AND OBJECTIVES: Laryngopharyngeal reflux disease (LPRD) is relatively common disease. N-acetyl cysteine (NAC) has both mucolytic and antioxidant effect, also may be beneficial in inflammatory airway diseases. The purpose of this study was to evaluate the efficacy and safety of inhaled NAC therapy in LPRD. MATERIALS AND METHODS: We retrospectively reviewed the medical records of 525 LPRD patients at 12 medical centers. Finally 401 patients subjected to inhaled NAC therapy for 2 months were enrolled in the study. We analyzed the change of Reflux Symptom Index (RSI) and Reflux Finding Score (RFS) after use of NAC for 4 weeks and 8 weeks in addition to the patient's compliance of the treatment. RESULTS: The RSI score significantly decreased from 19.87±6.34 to 12.78±6.93 after 4 weeks and to 10.65±7.47 after 8 weeks. The RFS score also significantly decreased from 9.29±3.4 to 7.17±3.41 after 4 weeks and to 6.1±3.73 after 8 weeks (p<0.05). During the treatment periods, 42 patients (10.4%) reported to have 80 episodes of discomfort. Throat discomfort (33%) and nausea (28%) were most common complaints, but the duration of discomfort was usually less than 4 weeks. CONCLUSION: Inhaled NAC treatment is highly effective for the reduction of both subjective and objective findings in LPRD patients. This study will provide the evidence of new treatment option for patients with LPRD. However, further studies will be needs to assess the real effect of inhaled NAC therapy as a standard treatment regimen of LPRD.
Antioxidants
;
Compliance
;
Cysteine
;
Cystine
;
Humans
;
Inhalation
;
Laryngopharyngeal Reflux
;
Medical Records
;
Nausea
;
Pharynx
;
Retrospective Studies
5.Effect of intravitreal Ranibizumab treatment in polypoidal choroidal vasculopathy with different types
Da-Liang, WANG ; Man, LUO ; Cha-Ying, MIAO ; Su-Rong, LUO
International Eye Science 2016;16(11):2079-2081
AIM: To investigate the efficiency of intravitreal ranibizumab therapy ( IVR ) for polypoidal choroidal vasculopathy ( PCV) in single or multiple polyps.
METHODS: A total 63 patients diagnosed with PCV in Shaoxing City People's Hospital from May 2013 to May 2015 were enrolled and divided into single polyp group and multiple polyps group. All patients received intravitreal ranibizumab 3 monthly and were followed up for 12mo. Observe the changes of best corrected visual acuity ( BCVA ) and central retinal thickness ( CRT ) at different time points.
RESULTS: The single polyps group exhibited a better BCVA, shorter greatest linear dimension, and lower prevalence of fibro - vascular pigment epithelial detachment compared with the multiple polyp group before treatment (P<0. 05). Significant difference of BCVA were observed at 3, 6 and 12mo between the two groups (P<0. 05). BCVA at 3, 6, 12mo was significantly better than that at baseline in single polyps group. The single polyp group exhibited a significantly thinner CRT at 6 and 12mo compared with multiple polyps group (P<0. 05). The single polyp group showed improvement in CRT over the followed up period(P<0. 05). The CRT in multiple polyps group at 3 and 6mo significantly decreased compared with preoperative (P<0. 05).
CONCLUSION: IVR meet better result in PCV patients with multiple polyp and polyp numbers may be valuable to prognosis.
6.Optimal dose of fentanyl for the prevention of emergence agitation after desflurane anesthesia in children undergoing tonsillectomy.
Yun Mi CHOI ; Young Cheol WOO ; Hyun KANG ; Su man CHA ; Chong Wha BAEK ; Yong Hun JUNG ; Jin Yun KIM ; Gill Hoi KOO ; Sun Gyoo PARK
Anesthesia and Pain Medicine 2011;6(3):284-289
BACKGROUND: Emergence agitation frequently occurs after desflurane anesthesia in children. We designed this study to find the optimal dose of fentanyl for the prevention of emergence agitation after desflurane anesthesia in children for tonsillectomy. METHODS: Eighty-one patients (3-10 yr) receiving desflurane anesthesia for tonsillectomy was randomly allocated to one of 3 groups. Fentanyl 1 microg/kg (group 1, n = 26), 2 microg/kg (group 2, n = 27), 3 microg/kg (group 3, n = 28) was administered intravenously just before inducing anesthesia. Anesthesia was maintained with desflurane. The recovery characteristics, such as the time to first movement, extubation and discharge from the recovery room were assessed. And patients reported their frequency of emergence agitation and severity of postoperative pain at recovery room. RESULTS: There were no significant differences between the three groups regarding the time to extubation and discharge from the recovery room. The incidence of emergence agitation was 42% in group 1, 25% in group 2, 10% in group 3 and that was significantly lower in group 3 than in group 1 (P < 0.05). The incidence of severe pain was lower in group 3 than in group 1 and group 2 (P < 0.05). CONCLUSIONS: In children undergoing tonsillectomy with desflurane anesthesia, 2 microg/kg and 3 microg/kg of fentanyl given just before induction had a reduced incidence of emergence agitation without a delay in recovery.
Anesthesia
;
Child
;
Dihydroergotamine
;
Fentanyl
;
Humans
;
Incidence
;
Isoflurane
;
Pain, Postoperative
;
Recovery Room
;
Tonsillectomy
7.Distance from the lumbar epidural space to the skin in Korean adults.
Su Man CHA ; Yong Hun JUNG ; Dae Sung KIM ; Jin Suk PARK ; Hyun KANG ; Chong Wha BAEK ; Young Cheol WOO ; Jin Yun KIM ; Gill Hoi KOO ; Sun Gyoo PARK
Anesthesia and Pain Medicine 2011;6(1):16-20
BACKGROUND: Lumbar epidural block is a common regional anesthetic/analgesic technique. The depth of the epidural space beneath the skin surface varies from patient to patient at the same vertebral level. It also varies at different levels of the spinal column in the same patient. This study was performed to evaluate the correlations between the lumbar epidural depth and physical measurements depending on the puncture site. METHODS: Data was gathered from 1,653 patients who were undergoing elective lumbar epidural blocks for anesthesia during surgical procedures. The age, gender, height and weight were obtained from the medical records. We calculated the physical parameters such as the weight/height ratio, the body mass index (BMI) and Broca's index. Pearson's correlation analysis and regression testing between the lumbar epidural depth and the physical measurements were performed. RESULTS: The epidural depths at the L2-3, L3-4, L4-5 and L5-S1 intervertebral space were 4.4 +/- 0.62, 4.6 +/- 0.69, 4.6 +/- 0.69 and 4.1 +/- 0.52 cm, respectively. A significant correlation was found between the epidural depth and the weight/height ratio and BMI. CONCLUSIONS: The weight/height ratio and BMI showed the highest correlation with the lumbar epidural depth.
Adult
;
Anesthesia
;
Body Mass Index
;
Epidural Space
;
Humans
;
Medical Records
;
Punctures
;
Skin
;
Spine
8.Total intravenous anesthesia with propofol and remifentanil in a patient with MELAS syndrome: A case report.
Jin Suk PARK ; Chong Wha BAEK ; Hyun KANG ; Su Man CHA ; Jung Won PARK ; Yong Hun JUNG ; Young Cheol WOO
Korean Journal of Anesthesiology 2010;58(4):409-412
A 23-year-old woman with MELAS (mitochondrial myopathy, encephalopathy, lactic acidosis, and stroke-like episodes) underwent a laparoscopy-assisted appendectomy. MELAS syndrome is a multisystemic disease caused by mitochondrial dysfunction. General anesthesia has several potential hazards to patients with MELAS syndrome, such as malignant hyperthermia, hypothermia, and metabolic acidosis. In this case, anesthesia was performed with propofol, remifentanil TCI, and atracurium without any surgical or anesthetic complications. We discuss the anesthetic effects of MELAS syndrome.
Acidosis
;
Acidosis, Lactic
;
Anesthesia
;
Anesthesia, General
;
Anesthesia, Intravenous
;
Anesthetics
;
Appendectomy
;
Atracurium
;
Female
;
Humans
;
Hypothermia
;
Malignant Hyperthermia
;
MELAS Syndrome
;
Muscular Diseases
;
Piperidines
;
Propofol
;
Young Adult
9.Spontaneous pneumothorax during laparoscopy-assisted Billroth-I gastrectomy: A case report.
Su Man CHA ; Yong Hun JUNG ; Dae Sung KIM ; Hyun KANG ; Chong Wha BAEK ; Gill Hoi KOO
Korean Journal of Anesthesiology 2010;58(4):405-408
Pneumothorax associated with a pneumoperitonium in laparoscopic surgery is rare but can cause life-threatening complications. A 62-year-old man was scheduled for a laparoscopy-assisted Billroth-I gastrectomy under general anesthesia. Approximately 70 minutes after insufflating carbon dioxide into the intraabdominal cavity at a pressure of 12 mmHg, the peak inspiratory pressure increased, while the oxygen saturation decreased. The pneumothorax of the left lung was evident on the intraoperative chest radiograph. The pneumothorax improved after inserting a catheter into the affected area. The cause of the pneumothorax was unknown but an anatomical defect is believed responsible. This report shows that pneumothorax developed under an intraabdominal pressure in the conventional safety range. Careful monitoring and immediate treatment is necessary to prevent the condition from worsening.
Anesthesia, General
;
Carbon Dioxide
;
Catheters
;
Gastrectomy
;
Humans
;
Laparoscopy
;
Lung
;
Middle Aged
;
Oxygen
;
Pneumoperitoneum
;
Pneumothorax
;
Thorax
10.The clinical effectiveness of the streamlined liner of pharyngeal airway (SLIPA(TM)) compared with the laryngeal mask airway ProSeal(TM) during general anesthesia.
Yun Mi CHOI ; Su Man CHA ; Hyun KANG ; Chong Wha BAEK ; Yong Hun JUNG ; Young Cheol WOO ; Jin Yun KIM ; Gill Hoi KOO ; Sun Gyoo PARK
Korean Journal of Anesthesiology 2010;58(5):450-457
BACKGROUND: The aim of this study was to compare the streamlined liner of the pharynx airway (SLIPA), a new supraglottic airway device (SGA), with the laryngeal mask airway ProSeal(TM) (PLMA) during general anesthesia. METHODS: Sixty patients were randomly allocated to two groups; a PLMA group (n = 30) or a SLIPA group (n = 30). Ease of use, first insertion success rate, hemodynamic responses to insertion, ventilatory efficiency and positioning confirmed by fiberoptic bronchoscopy were assessed. Lung mechanics data were collected with side stream spirometry at 10 minutes after insertion. We also compared the incidence of blood stain, incidence and severity of postoperative sore throat and other complications. RESULTS: First attempt success rates were 93.3% and 73.3%, and mean insertion time was 7.3 sec and 10.5 sec in PLMA and SLIPA. There was a significant rise in all of hemodynamic response from the pre-insertion value at one minute following insertion of SLIPA. But, insertion of PLMA was no significant rise in hemodynamic response. There was no statistically significant difference in the mean maximum sealing pressure, gas leakage, lung mechanics data, gastric distension, postoperative sore throat and other complication between the two groups. Blood stain were noted on the surface of the device in 40% (n = 12) in the SLIPA vs. 6.7% (n = 2) in the PLMA. CONCLUSIONS: The SLIPA is a useful alternative to the PLMA and have comparable efficacy and complication rates. If we acquire the skill to use, SLIPA may be considered as primary SGA devices during surgery under general anesthesia.
Anesthesia
;
Anesthesia, General
;
Blood Stains
;
Bronchoscopy
;
Hemodynamics
;
Humans
;
Incidence
;
Laryngeal Masks
;
Lung
;
Mechanics
;
Pharyngitis
;
Pharynx
;
Rivers
;
Spirometry

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