1.Study on the Construction of a Question-Answer Corpus Dataset for Chinese Medical Knowledge Large Language Models
Tingyu LYU ; Xiaoying LI ; Ying ZHANG ; Yuyang LIU ; Jinhua DU ; Xinyi LI ; Yan LUO ; Xiaoli TANG ; Huiling REN ; Hui LIU ; Hao YIN
Journal of Medical Informatics 2024;45(5):20-25
Purpose/Significance To construct a Chinese medical knowledge Q&A corpus dataset as a standardized evaluation bench-mark for large language models(LLMs)in the medical domain,so as to improve the accuracy and efficiency of LLMs in handling Chinese medical questions.Method/Process Chinese medical paper knowledge,medical terminology explanations and supplementary questions are acquired from the Chinese medical licensing examination,and open-source Chinese medical Q&A datasets are encompassed in the developed Q&A datasets.Result/Conclusion The Chinese medical knowledge Q&A corpus datasets enrich the sources of existing datasets and promote the objective and comprehensive quantitative evaluation of large models in the medical field.In the near future,additional data such as electronic medical records and those from online health communities will be used to strengthen the support of artificial intelli-gence for the Healthy China strategy.
2.Pharmacodynamics of remimazolam for gastroscopy when combined with propofol in pediatric patients of different ages
Qingxing WU ; Yan LI ; Wei MENG ; Shunhua YIN ; Xiaoying LI
Chinese Journal of Anesthesiology 2024;44(10):1211-1216
Objective:To determine the median effective dose (ED 50) and 95% effective dose (ED 95) of remimazolam for gastroscopy when combined with propofol in pediatric patients of different ages. Methods:This was a prospective study. American Society of Anesthesiologists Physical Status classification Ⅰ or Ⅱ pediatric patients, aged 3-12 yr, who underwent painless gastroscopy in Hainan Women and Children′s Medical Center from January to February 2024, were divided into the following groups: preschool group (3-6 yr) and school-age group (7-12 yr). Penehyclidine 0.01 mg/kg, afentanil 8 μg/kg and corresponding doses of remimazolam and propofol 1 mg/kg were intravenously injected, and gastroscopy was performed when the Modified Observer′s Assessment of Alertness/Sedation Scale score)≤1. Up-and-down sequential allocation was used. A positive response was defined as bucking, nausea, vomiting, body movement, and frowning occurred when the gastroscope entered the pharynx. The initial dose of remimazolam was 0.2 mg/kg, and the dose of remimazolam was increased/decreased by 0.02 mg/kg each time in the next patient. Probit regression method was applied to calculate the ED 50, ED 95 and 95% confidence interval ( CI) of remimazolam inhibiting responses to gastroscope placement when combined with propofol. The anesthesia-related adverse events were recorded. Results:A total of 27 pediatric patients completed the trial in preschool group and 26 cases in school-age group. The ED 50 of remimazolam was 0.266 mg/kg (95% CI 0.249-0.285 mg/kg) and the ED 95 was 0.302 mg/kg (95% CI 0.283-0.409 mg/kg) in preschool group. The ED 50 of remimazolam was 0.16 mg/kg (95% CI 0.147-0.170 mg/kg) and ED 95 was 0.183 mg/kg (95% CI 0.172-0.234 mg/kg) in school-age group. The ED 50 and ED 95 were significantly decreased in school-age group as compared with preschool group ( P<0.05). During anesthesia, 3 patients suffered hypotension (11%) in preschool group, and 3 patients suffered hypotension (12%), 2 patients suffered respiratory depression (8%), 2 patients suffered hiccup (8%), 1 patient suffered injection pain (4%) and 1 patient suffered muscle rigidity (4%) in school-age group. There was no significant difference in the incidence of adverse reactions between the two groups ( P>0.05). Conclusions:When combined with propofol, the ED 50 of remimazolam for gastroscopy in preschool and school-age pediatric patients is 0.266 mg/kg and 0.160 mg/kg, respectively, and the ED 95 is 0.302 mg/kg and 0.183 mg/kg, respectively, indicating a stronger anesthetic potency in school-age children. The probability of adverse reactions is low when the two are combined.
3.Investigation and Analysis of the Establishment of Pharmaceutical Service Fees in Hospitals of Shaanxi Province
Qian LIU ; Biqi REN ; Jiang NIU ; Shuzhi LIN ; Shuang LEI ; Wei LIU ; Xiaoying ZHU ; Lin YIN ; Bianling FENG
Herald of Medicine 2024;43(9):1416-1422
Objective To investigate the current awareness of pharmaceutical service fees among pharmacists in hospitals of Shaanxi province to provide a theoretical basis and decision-making framework for establishing such fees in hospitals of various provinces and cities in the future.Methods A questionnaire survey was conducted among 47 representative hospitals and 53 pharmacists within these hospitals in Shaanxi province.The results were analyzed using differential analysis.Results In most hospitals of Shaanxi province,pharmaceutical services are not provided or not charged for,indicating a lack of practical experience in the establishment of pharmaceutical service fees.Among hospitals that provide and charge for pharmaceutical services,there remains a need for uniformity in specific service content and fee standards,clear regulatory policy support,and a unified evaluation system.Significant differences exist among hospitals of different levels and types in terms of their capacity to provide pharmaceutical services and the forms in which they are offered.There is inconsistency among pharmacists within hospitals regarding crucial aspects of establishing pharmaceutical service fees,and further enhancement is needed in their awareness of relevant policies and the latest guidelines.Conclusions There is considerable room for improvement in establishing pharmaceutical service fees in hospitals of Shaanxi province.Stakeholders should promptly establish and standardize the fee establishment model,differentiate the fee standards for various services,enhance the publicity and dissemination of relevant document requirements to support the smooth implementation of pharmaceutical service fee policies.
4.Efficacy of remimazolam combined with propofol for gastroscopy in children
Qingxing WU ; Yan LI ; Wei MENG ; Shunhua YIN ; Xiaoying LI
The Journal of Clinical Anesthesiology 2024;40(11):1151-1155
Objective To explore the efficacy and safety of remimazolam combined with propofol for gastroscopy in school-age children.Methods A total of 106 children who underwent painless gastroscopy from january to february 2024 were selected,56 males and 50 females,aged 7-12 years,ASA physical status Ⅰ or Ⅱ.Children were randomly divided into two groups:propofol group(group P)and remimazolam combined with propofol group(group RP),53 children in each group.After intravenous injec-tion of alfentanil 8 μg/kg,group P was intravenously injected with propofol 2.5 mg/kg,and group RP was intravenously injected with remimazolam 0.183 mg/kg and propofol 1 mg/kg in turn.Gastroscopy was per-formed when the eyelash reflex disappeared and the modified observer's assessment alertness/sedation scale(MOAA/S)score≤1.The onset time of anesthesia,examination time,and recovery time were recorded.The number of add propofol and successful sedation cases were recorded.Adverse reactions such as respira-tory depression,hypotension,bradycardia,injection pain,hiccups,nausea and vomiting were recorded.Results Compared with group P,the onset time of anesthesia in group RP was significantly prolonged,and the recovery time was significantly shortened(P<0.05).Compared with group P,the incidence of add propofol,hypotension,respiratory depression and injection pain in group RP were significantly decreased(P<0.05).Conclusion Remazolam combined with propofol for gastroscopy in children can not only en-sure the sedative effect,but also reduce the incidence of adverse reactions,stabilize hemodynamic changes and shorten the recovery time.
5.Distribution and antimicrobial resistance of Enterobacter cloacae complex isolated from a tertiary hospital in Shanghai
Xiaoying YANG ; Chen WANG ; Mengyun YIN ; Youxing SHAO ; Fupin HU ; Minggui WANG ; Qinglan GUO
Chinese Journal of Infection and Chemotherapy 2024;24(3):332-337
Objective To investigate the distribution and antimicrobial resistance of Enterobacter cloacae complex(ECC)isolated from a tertiary hospital in Shanghai.Methods Clinical ECC isolates were collected from 2018 to 2020.Antimicrobial susceptibility test was performed with broth microdilution and agar dilution methods.PCR was applied to detect five carbapenemase genes(blaKPC,blaNDM,blaIMP,blaVIM and blaOXA-48).Results A total of 222 ECC isolates were collected from 2018-2020,including 36 strains(16.2%)from general surgery department.The strains were mainly isolated from sputum(41.0%)and urine(20.3%).MIC results showed that the isolates were highly resistant to trimethoprim-sulfamethoxazole,the second-and third-generation cephalosporins,aztreonam and quinolones(31.1%-71.2%resistant),but low resistance rates to tigecycline,amikacin,mecillinam,and ceftazidime-avibactam(0.5%-9.0%resistant).About 9.5%and 10.4%of the strains were resistant to meropenem and imipenem,respectively.A total of 34 ECC strains were carbapenem-nonsusceptible strains,of which 23 strains were resistant to carbapenems.Among the 34 carbapenem-nonsusceptible strains,25(73.5%)strains were susceptible to mecillinam,including 15 strains producing metallo-β-lactamase.PCR assay identified carbapenemase genes in 21 of the 34 carbapenem-nonsusceptible strains,including blaNDM(14 strains),blaIMP(5 strains)and blaKPC(2 strains).Compared with the strains isolated in 2018,the ECC strains isolated in 2019 and 2020 showed significantly higher resistance rates to imipenem and ceftazidime-avibactam(P<0.05),primarily associated with the production of NDM.Among the ECC strains resistant to third-generation cephalosporins,20.4%were resistant to imipenem and meropenem,while 4.9%and 8.7%were resistant to amikacin and mecillinam,respectively,and 9.7%were nonsusceptible to tigecycline.Conclusions The ECC isolates in 2019 and 2020 showed increasing resistance rates to carbapenems and ceftazidime-avibactam due to the production of metallo-β-lactamases.Some of the metallo-β-lactamase-producing ECC isolates were susceptible to mecillinam.
6.Research progress in diarrhea animal models and drug therapies
Yucun SHI ; Xiaoli DONG ; Xiaoying HOU ; Kai YIN ; Fan GAO ; Guotai WU
Chinese Journal of Comparative Medicine 2024;34(9):94-107
Diarrhea is a common and frequent disease in clinical practice.Many factors cause diarrhea,and numerous research method with animal models of diarrhea have been explored.Despite this,drugs for the treatment of diarrhea in clinical practice are limited,and some existing drugs are only suitable for diarrhea caused by a single factor.Therefore,the construction and selection of appropriate animal models of diarrhea are not only important for in-depth studies of the pathogenesis,but are also effective means for the clinical screening and evaluation of drugs for comprehensively preventing and treating diarrhea.This article reviews the literature on the establishment and evaluation of animal models of functional,bacterial,viral,and symptomatic diarrhea,as well as progress of therapeutic drug research,to provide a reference for animal experimental research into the prevention and treatment of diarrhea.
7.Current situation and influencing factors of varicella vaccination among left-behind children aged 4-8 years old in Quzhou
ZHENG Canjie, XU Wenjie, GONG Xiaoying, FANG Quanjun, YIN Zhiying
Chinese Journal of School Health 2023;44(7):1068-1071
Objective:
To understand vaccination coverage and the influencing factors of varicella vaccine (VarV) among left-behind children in Quzhou, which based on protective motivation theory(PMT), so as to provide reference to consolidate VarV vaccination in the next step.
Methods:
From September to December in 2022, simple random sampling was used to select 628 left-behind children in six counties of Quzhou City. A questionnaire survey on their caregivers was conducted to collect data relating to sociological characteristics and PMT factors, and the influencing factors of VarV were tested by Logistic regression.
Results:
A total of 628 left-behind children participated in the study. The VarV rate was 69.59%, and 74.83% had received a second dose of VarV. The unvaccinated rate was 30.41%, and caregivers willingness to vaccinate children with VarV was only 10.99%. Logistic regression analysis showed that family relationships, annual household income, number of children in the family, extrinsic rewards and self-efficacy were the influencing factors of VarV among left-behind children ( OR =0.43-3.40, P <0.05). The external reward factor was positively correlated with the vaccination probability ( OR =1.14), and the self-efficacy factor was negatively correlated with the vaccination probability ( OR =0.95).
Conclusion
In the context of health education and school promotion, attention should be paid to factors relating to extrinsic rewards and self-efficacy as a means of increasing motivation to seek vaccine protection and improve the use of VarV.
8.Rapid Identification and Determination of Polysaccharides Contents in Anoectochilus Roxburghii Based on Near Infrared Spectroscopy with Chemometrics
ZHANG Xun ; HUANG Xiaoxuan ; YIN Jinke ; CHEN Yancheng ; LIN Yu ; WANG Xiaoying ; XU Wen
Chinese Journal of Modern Applied Pharmacy 2023;40(19):2702-2712
OBJECTIVE To distinguish Anoectochilus roxburghii and relative species by near infrared(NIR) spectroscopy combined with chemometrics, and to establish a prediction model for rapid determine polysaccharides contents in Anoectochilus roxburghii. METHODS The NIR spectroscopy of Anoectochilus roxburghii, Anoectochilus formosanus Hayata and Ludisia discolor were collected. The prepossessing of original spectrum was optimization through accuracy of classification in the NIR model, and six supervised pattern recognition algorithms such as decision tree, K-nearest neighbor algorithm, random forest, partial least squares regression discriminant analysis, linear discriminant analysis and support vector machine(SVM) were applied to identify effect of the classification effect, optimum algorithm and then establish qualitative model. The content of polysaccharides in 76 batches of Anoectochilus roxburghii samples were examined by ultraviolet visible spectrophotometry combined with phenol sulfuric acid method. In order to select optimization algorithm, six quantitative stoichiometry algorithms consisted of SVM, extreme learning machines, decision trees, random forests, principal component regression and partial least squares regression(PLS) were used to connect polysaccharide content and the NIR spectroscopy in Anoectochilus roxburghii respectively. The best method for determining the content of Anoectochilus roxburghii polysaccharides was further optimized by spectra pretreatment, band selection and number of band variables based on successive projection algorithm(SPA). RESULTS The NIR discriminant analysis model was established by SVM with SNV+SG+2ndD, and the classification accuracy was best. The prediction performance was evaluated based on the radial basis kernel function algorithm combined with confusion matrix and ROC curve, and the model performance was good. In addition, the quantitative analysis model was constructed by continuous projection-partial least squares by the prepossessing of SNV+SG+2ndD and the optimal band of 7 000-4 000 cm-1 with 97 of variables number. The accuracy was 0.992, which was the highest. The root mean square error calibration set, correlation coefficient of calibration set, and the root mean square error in validation set, correlation coefficient of validation set were 0.625, 0.993, 0.767, 0.992, separately. The prediction deviation was 8.467, and relative deviation of prediction set was less than 10%. CONCLUSION The established NIR-SVM qualitative model and SPA-PLS quantitative model are accurate and reliable, which are enable to identify Anoectochilus roxburghii and determine polysaccharide content nondestructively. It is a new and promising method for rapid evaluation of Anoectochilus roxburghii quality.
9.Delay in anticoagulation in patients with cerebral venous sinus thrombosis: influencing factors and its effect on outcome
Rui SUN ; Rundong CHEN ; Ge YIN ; Qichao DING ; Wen WU ; Cunxiu FAN ; Xu SUN ; Meng LIANG ; Xiaobei LIU ; Qiang LI ; Xiaoying BI
International Journal of Cerebrovascular Diseases 2022;30(8):577-583
Objective:To investigate the factors associated with delay in anticoagulant therapy in patients with cerebral venous sinus thrombosis (CVST) and its effect on outcome.Methods:Patients with CVST admitted to Changhai Hospital, Naval Medical University from January 2010 to August 2021 were retrospectively enrolled. Patients were divided into early anticoagulation group and late anticoagulation group by the median time interval from first symptom to initiation of anticoagulation. The modified Rankin Scale was used for outcome assessment at 90 d after onset. 0-2 scores were defined as good outcome and 3-6 were defined as poor outcome. Demographic and clinical data were compared for the early versus late anticoagulation group and for the good versus poor outcome groups. Multivariable logistic regression was used to identify independent influencing factors of delay in anticoagulation and the correlation of delay in anticoagulation with poor outcome. Results:A total of 131 patients were included, their age was 40.07±15.11 years old, and 68 (51.91%) were male. Of these, 65 patients (49.62%) were in the early anticoagulation group and 14 (10.69%) were in the poor outcome group. Compared with the late anticoagulation group, the early anticoagulation group had a significantly higher proportion of patients with seizures and brain parenchymal damage as well as higher D-dimer levels on admission, while the proportion of patients with visual impairment/papilloedema was significantly lower (all P<0.05). Compared with the good outcome group, the poor outcome group had significantly higher proportions of patients with seizures, dyskinesia, impaired consciousness, low Glasgow Coma Scale score, and brain parenchymal damage as well as higher D-dimer, total cholesterol and low density lipoprotein cholesterol levels, sites of thrombus involvement were more common in the superior sagittal and straight sinuses, and significantly lower proportions of patients with headache and lower albumin levels on admission (all P<0.05). Multivariate logistic regression analysis showed that visual impairment/papilloedema (odds ratio [ OR] 0.119, 95% confidence interval [ CI] 0.030-0.473; P=0.002) and brain parenchymal damage ( OR 1.341, 95% CI 1.042-1.727; P=0.023) were independently associated with a delay in anticoagulation treatment, and a delay in anticoagulation treatment ( OR 6.102, 95% CI 1.185-30.504; P=0.030) and D-dimer level on admission ( OR 1.299, 95% CI 1.141-1.480; P<0.001) were the independent predictors of poor outcome in patients with CVST. Conclusions:Visual impairment/papilloedema and absence of brain parenchymal damage on cranial imaging are the independent risk factors for delay in anticoagulation in patients with CVST. The delay in anticoagulation is strongly associated with the poor outcome in patients with CVST.
10.Seroepidemiological investigation of measles among residents in Quzhou City
Quanjun FANG ; Zhiying YIN ; Canjie ZHENG ; Xiaoying GONG ; Junji LI
Journal of Preventive Medicine 2022;34(4):408-412
Objective:
To investigate the measles antibody level among residents in Quzhou City, Zhejiang Province in 2018, so as to provide the evidence for improving the measles control strategy.
Methods:
The permanent residents aged 0 to 59 years were randomly sampled from 10 townships ( streets ) in Kecheng District and Changshan County of Quzhou City. Residents' demographics and vaccination of measles-containing vaccine ( MCV ) were collected, and serum anti- measles IgG antibody was detected using enzyme-linked immunosorbent assay ( ELISA ). The positive rate, protective rate and geometric mean concentration (GMC) of anti-measles antibody were estimated.
Results:
A total of 606 residents were tested, with a male to female ratio of 0.83∶1. The subjects had a median age ( interquartile range ) of 17.36 ( 29.07 ) years, and 399 residents ( 65.84% ) had a vaccination history of MCV. The positive rate, protective rate and GMC of anti-measles IgG antibody were 94.88%, 48.68%, and 784.51 ( 95%CI: 731.14-841.40) mIU/mL, respectively. The positive rate of anti-measles IgG antibody was higher in men than in women ( 97.08% vs. 93.07%, χ2=4.968, P=0.026 ), and the protection rate was lower in men than in women ( 44.16% vs. 52.41%, χ2=4.089, P=0.043 ). The protective rate and GMC of anti-measles IgG antibody showed a“U”-shaped distribution with age, and a low protective rate was seen in residents aged 10 to 39 years ( 23.53% to 46.67% ), which the GMC of anti-measles IgG antibody that did not reach the protective level. A total of 233 residents at age of 15 years and below had with a history of two-dose MCV vaccination, and the positive rate ( χ2trend=7.260, P=0.007 ), protective rate ( χ2trend=12.756, P<0.001 ) and GMC ( rs=-0.289, P<0.001 ) of anti-measles IgG antibody presented a tendency towards a reduction with time <1 to 11 years after vaccination of the last dose of MCV.
Conclusions
A high positive rate of anti-measles antibody was detected among residents in Quzhou City in 2018; however, the protection rate of anti-measles antibody was low among residents at ages of 10 to 39 years. The coverage of MCV vaccination is recommended to be improved among residents at ages of 10 to 39 years in Quzhou City.


Result Analysis
Print
Save
E-mail