OBJECTIVES: Accurate identification of risk factors for precocious puberty is essential for clinical diagnosis and management, yet the performance of natural language processing methods applied to unstructured electronic medical record (EMR) data remains to be fully evaluated. This study aims to assess the performance of a prompt engineering method for extracting individual risk factors of precocious puberty from EMRs. METHODS: Based on the capacity and role-insight-statement-personality-experiment (CRISPE) prompt framework, both simple and optimized prompts were designed to guide the large language model GLM-4-9B in extracting 10 types of risk factors for precocious puberty from 653 EMRs. Accuracy, precision, recall, and F1-score were used as evaluation metrics for the information extraction task. RESULTS: Under simple and optimized prompt conditions, the overall accuracy, precision, recall, and F1-score of the model were 84.18%, 98.09%, 81.99%, and 89.32% versus 97.15%, 98.31%, 98.16%, and 98.23%, respectively. The optimized prompts achieved more stable performance across age (<9 years vs ≥9 years) and visit-time (<2023 vs ≥2023) subgroups compared with simple prompts. The accuracy range for extracting each risk factor was 60.03%-97.24%, while with optimized prompts, the range improved to 92.19%-99.85%. The largest performance improvement occurred for "beverage intake" (60.03% vs 92.19%), and the smallest for "maternal age of menarche" (97.24% vs 99.23%). In comparing distributions among simple prompts, optimized prompts, and ground truth, statistically significant differences were observed for snack intake, beverage intake, soy milk intake, honey intake, supplement use, tonic use, sleep quality, and sleeping with the light on (all P<0.001), while exercise (P=0.966) and maternal menarche age (P=0.952) showed no significant differences. CONCLUSIONS Compared with simple prompts, optimized prompts substantially improved the extraction performance of individual risk factors for precocious puberty from EMRs, underscoring the critical role of prompt engineering in enhancing large language model performance.
Humans ; Puberty, Precocious/epidemiology* ; Risk Factors ; Electronic Health Records ; Female ; Child ; Natural Language Processing

Objective To observe the effects of Yiqi Huoxue Tuodu Prescription on Keap1Nrf2/HO-1 signaling pathway in rats with chronic nonbacterial prostatitis(CNP);To explore its mechanism for the treatment of CNP.Methods CNP rat model was prepared using castration combined with estrogen induction method.Totally 48 SD rats were divided into blank group,model group,celecoxib group and Yiqi Huoxue Tuodu Prescription group according to the random number table method,with 12 rats in each group.In the celecoxib group,celecoxib suspension was instilled 0.035 g/kg,and in the Yiqi Huoxue Tuodu Prescription group,Yiqi Huoxue Tuodu Prescription water decoction was instilled 8.64 g/kg,and the blank group and the model group were instilled with equal volume of normal saline for 28 days.Mechanical pain threshold in rats was measured using Von Frey fiber optic pain gauge,HE staining was used to observe pathological changes in prostate tissue and pathological scoring,the content of reactive oxygen species(ROS)in prostate tissue were detected by chemical fluorescence method and the glutathione peroxidase(GSH-Px)activity and malondialdehyde(MDA)content in prostate tissue were detected by colorimetric method,Western blot was used to detect the expressions of Kelch like ECH related protein 1(Keap1),nuclear factor E2 related factor 2(Nrf2),and heme oxygenase-1(HO-1)protein in prostate tissue.Results Compared with the blank group,rats in the model group had significantly lower mechanical pain threshold and significantly decreased prostate index(P<0.01);the size of the glandular cavity in prostate tissue varied,with the disappearance of secretions in the cavity,interstitial looseness and edema,a large amount of fibrous tissue hyperplasia and inflammatory cell infiltration,and a significant increase in pathological scores(P<0.01);the contents of ROS and MDA in prostate tissue significantly increased,the activity of GSH-Px significantly decreased(P<0.01),the expression of Keap1 and Nrf2 proteins significantly decreased,and the expression of HO-1 protein significantly increased(P<0.01,P<0.05).Compared with the model group,the mechanical pain threshold of the rats in the Yiqi Huoxue Tuodu Prescription group was significantly higher(P<0.01);there was mild damage to prostate tissue,with a small amount of fibrous hyperplasia and inflammatory cell infiltration,and a significant decrease in pathological scores(P<0.01,P<0.05);the contents of ROS and MDA in prostate tissue significantly decreased,and the GSH-Px activity significantly increased(P<0.01),the Keap1 and Nrf2 protein expressions significantly increased and HO-1 protein expression significantly decreased in prostate tissue(P<0.01,P<0.05).Conclusion Yiqi Huoxue Tuodu Prescription can effectively improve the histopathological morphology and increase the pain threshold of the prostate gland in CNP rats,and its mechanism of action may be related to the regulation of Keap1/Nrf2/HO-1 signaling pathway and reduction of oxidative stress damage in prostate tissue of rats.

Objective:To explore the factors associated with vascular luminal dilatational remodeling (VLDR) following balloon angioplasty for intracranial atherosclerotic stenosis (ICAS).Methods:A case-control study was conducted to analyze the data of symptomatic severe ICAS patients who received either paclitaxel-coated balloon angioplasty (PCBA) or plain balloon angioplasty (POBA) at our center from January 2019 to January 2022 and completed the six-month follow-up. The patients were divided into VLDR group and non-VLDR group according to whether VLDR occurred on follow-up digital subtraction angiography (DSA). The baseline data, preoperative and postoperative lesion characteristics (DSA), and perioperative related information were collected. The definition of VLDR was a decrease in luminal stenosis rate by more than 10% at the time of follow-up compared to the immediate postoperative period. Multivariate logistic regression was performed to analyze possible factors affecting VLDR such as balloon type, balloon length, and expansion time.Results:A total of 88 patients were included in this study, with 16 in the VLDR group and 72 in the non-VLDR group. The follow-up time for all included patients was 6.00 (5.00, 7.00) months. VLDR occurred in 18.2% (16/88) of cases, with a VLDR incidence of 30.4% (14/46) after PCBA and 4.8% (2/42) after POBA. Univariate logistic regression analysis revealed that treatment balloon type, balloon length, inflated time, immediate postoperative stenosis rate, follow-up time and Mori classification may affect the occurrence of VLDR. Multivariate logistic regression analysis showed that the use of paclitaxel-coated balloon (PCB) ( OR=9.82, 95% CI 1.99-48.49, P=0.005) and postoperative immediate stenosis rate ( OR=1.07, 95% CI 1.00-1.14, P=0.042) were independently associated with VLDR. Conclusion:The occurrence of VLDR following balloon angioplasty in ICAS was associated with the use of PCB and immediate postoperative stenosis rates, which will provide guidance for the clinical application of PCB.

Objective:To report the results of national surveillance on the distribution and antimicrobial resistance profile of clinical Gram-negative bacteria isolates from bloodstream infections in China in 2022.Methods:The clinical isolates of Gram-negative bacteria from blood cultures in member hospitals of national bloodstream infection Bacterial Resistant Investigation Collaborative System（BRICS）were collected during January 2022 to December 2022. Antibiotic susceptibility tests were conducted by agar dilution or broth dilution methods recommended by Clinical and Laboratory Standards Institute（CLSI）. WHONET 5.6 and SPSS 25.0 software were used to analyze the data.Results:During the study period，9 035 strains of Gram-negative bacteria were collected from 51 hospitals，of which 7 895（87.4%）were Enterobacteriaceae and 1 140（12.6%）were non-fermenting bacteria. The top 5 bacterial species were Escherichia coli（ n=4 510，49.9%）， Klebsiella pneumoniae（ n=2 340，25.9%）， Pseudomonas aeruginosa（ n=534，5.9%）， Acinetobacter baumannii complex（ n=405，4.5%）and Enterobacter cloacae（ n=327，3.6%）. The ESBLs-producing rates in Escherichia coli， Klebsiella pneumoniae and Proteus spp. were 47.1%（2 095/4 452），21.0%（427/2 033）and 41.1%（58/141），respectively. The prevalence of carbapenem-resistant Escherichia coli（CREC）and carbapenem-resistant Klebsiella pneumoniae（CRKP）were 1.3%（58/4 510）and 13.1%（307/2 340）；62.1%（36/58）and 9.8%（30/307）of CREC and CRKP were resistant to ceftazidime/avibactam combination，respectively. The prevalence of carbapenem-resistant Acinetobacter baumannii（CRAB）complex was 59.5%（241/405），while less than 5% of Acinetobacter baumannii complex was resistant to tigecycline and polymyxin B. The prevalence of carbapenem-resistant Pseudomonas aeruginosa（CRPA）was 18.4%（98/534）. There were differences in the composition ratio of Gram-negative bacteria in bloodstream infections and the prevalence of main Gram-negative bacteria resistance among different regions，with statistically significant differences in the prevalence of CRKP and CRPA（ χ2=20.489 and 20.252， P<0.001）. The prevalence of CREC，CRKP，CRPA，CRAB，ESBLs-producing Escherichia coli and Klebsiella pneumoniae were higher in provinicial hospitals than those in municipal hospitals（ χ2=11.953，81.183，10.404，5.915，12.415 and 6.459， P<0.01 or <0.05），while the prevalence of CRPA was higher in economically developed regions（per capita GDP ≥ 92 059 Yuan）than that in economically less-developed regions（per capita GDP <92 059 Yuan）（ χ2=6.240， P=0.012）. Conclusions:The proportion of Gram-negative bacteria in bloodstream infections shows an increasing trend，and Escherichia coli is ranked in the top，while the trend of CRKP decreases continuously with time. Decreasing trends are noted in ESBLs-producing Escherichia coli and Klebsiella pneumoniae. Low prevalence of carbapenem resistance in Escherichia coli and high prevalence in CRAB complex have been observed. The composition ratio and antibacterial spectrum of bloodstream infections in different regions of China are slightly different，and the proportion of main drug resistant bacteria in provincial hospitals is higher than those in municipal hospitals.

In the context of the high-quality development of public hospitals,it focuses on the task of improving the level of comprehensive budget management,with the difficulties and challenges in budget management in a certain hospital,it explores the path of building a smart financial system to serve comprehensive budget management.The practical application of the system has shown that information technology has effectively improved the budget management level of medical use.At a deeper level,case studies on the construction of the intelligent financial system demonstrate the importance of information technology in assisting hospitals with comprehensive budget management,elucidating the significance of information technology in improving the hospital budget management level and promoting high-quality development.

In the context of the high-quality development of public hospitals,it focuses on the task of improving the level of comprehensive budget management,with the difficulties and challenges in budget management in a certain hospital,it explores the path of building a smart financial system to serve comprehensive budget management.The practical application of the system has shown that information technology has effectively improved the budget management level of medical use.At a deeper level,case studies on the construction of the intelligent financial system demonstrate the importance of information technology in assisting hospitals with comprehensive budget management,elucidating the significance of information technology in improving the hospital budget management level and promoting high-quality development.

In the context of the high-quality development of public hospitals,it focuses on the task of improving the level of comprehensive budget management,with the difficulties and challenges in budget management in a certain hospital,it explores the path of building a smart financial system to serve comprehensive budget management.The practical application of the system has shown that information technology has effectively improved the budget management level of medical use.At a deeper level,case studies on the construction of the intelligent financial system demonstrate the importance of information technology in assisting hospitals with comprehensive budget management,elucidating the significance of information technology in improving the hospital budget management level and promoting high-quality development.

In the context of the high-quality development of public hospitals,it focuses on the task of improving the level of comprehensive budget management,with the difficulties and challenges in budget management in a certain hospital,it explores the path of building a smart financial system to serve comprehensive budget management.The practical application of the system has shown that information technology has effectively improved the budget management level of medical use.At a deeper level,case studies on the construction of the intelligent financial system demonstrate the importance of information technology in assisting hospitals with comprehensive budget management,elucidating the significance of information technology in improving the hospital budget management level and promoting high-quality development.

In the context of the high-quality development of public hospitals,it focuses on the task of improving the level of comprehensive budget management,with the difficulties and challenges in budget management in a certain hospital,it explores the path of building a smart financial system to serve comprehensive budget management.The practical application of the system has shown that information technology has effectively improved the budget management level of medical use.At a deeper level,case studies on the construction of the intelligent financial system demonstrate the importance of information technology in assisting hospitals with comprehensive budget management,elucidating the significance of information technology in improving the hospital budget management level and promoting high-quality development.

In the context of the high-quality development of public hospitals,it focuses on the task of improving the level of comprehensive budget management,with the difficulties and challenges in budget management in a certain hospital,it explores the path of building a smart financial system to serve comprehensive budget management.The practical application of the system has shown that information technology has effectively improved the budget management level of medical use.At a deeper level,case studies on the construction of the intelligent financial system demonstrate the importance of information technology in assisting hospitals with comprehensive budget management,elucidating the significance of information technology in improving the hospital budget management level and promoting high-quality development.