1.Health literacy prediction models based on machine learning methods: a scoping review
PAN Xiang ; TONG Yingge ; LI Yixuan ; NI Ke ; CHENG Wenqian ; XIN Mengyu ; HU Yuying
Journal of Preventive Medicine 2025;37(2):148-153
Objective:
To conduct a scoping review on the types, construction methods and predictive performance of health literacy prediction models based on machine learning methods, so as to provide the reference for the improvement and application of such models.
Methods:
Publications on health literacy prediction models conducted using machine learning methods were retrieved from CNKI, Wanfang Data, VIP, PubMed and Web of Science from inception to May 1, 2024. The quality of literature was assessed using the Prediction Model Risk of Bias ASsessment Tool. Basic characteristics, modeling methods, data sources, missing value handling, predictors and predictive performance were reviewed.
Results:
A total of 524 publications were retrieved, and 22 publications between 2007 and 2024 were finally enrolled. Totally 48 health literacy prediction models were involved, and 25 had a high risk of bias (52.08%), with major issues focusing on missing value handling, predictor selection and model evaluation methods. Modeling methods included regression models, tree-based machine learning methods, support vector machines and neural network models. Predictors primarily encompassed factors at four aspects: individual, interpersonal, organizational and society/policy aspects, with age, educational level, economic status, health status and internet use appearing frequently. Internal validation was conducted in 14 publications, and external validation was conducted in 4 publications. Forty-two models reported the areas under the receiver operating characteristic curve, which ranged from 0.52 to 0.983, indicating good discrimination.
Conclusion
Health literacy prediction models based on machine learning methods perform well, but have deficiencies in risk of bias, data processing and validation.
2.Impact of surgical timing on effectiveness of closed reduction and percutaneous Kirschner wire fixation for pediatric supracondylar humerus fractures.
Tianlong PAN ; Xianghua HOU ; Jingdong ZHANG
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(5):569-573
OBJECTIVE:
To compare the effectiveness of early versus delayed closed reduction and percutaneous Kirschner wire fixation in the treatment of pediatric supracondylar humerus fractures.
METHODS:
A retrospective analysis was conducted on 468 children with supracondylar humerus fractures, who were admitted between January 2020 and December 2023 and met the inclusion criteria. Among them, 187 children were treated during 12 hours after injury (early operation group) and 281 were treated after 12 hours (delayed operation group). There was no significant difference between the two groups ( P>0.05) in the gender, age, injury mechanism, fracture side and type, while there was significant difference in interval from injury to operation ( P<0.05). The operative outcomes, including the operation time, intraoperative blood loss, the length of hospital stay, fracture healing time, elbow function assessed by Flynn criteria at 3 months after operation, and complications, were compared.
RESULTS:
Compared to the delayed operation group, the early operation group demonstrated significantly shorter operation time and less intraoperative blood loss ( P<0.05). There was no significant difference in the length of hospital stay between the two groups ( P>0.05). All children were followed up 3-12 months. The follow-up time was (6.7±2.9) months in the early operation group and (6.9±2.8) months in the delayed operation group, showing no significant difference between the two groups ( P>0.05). There was no significant difference in the fracture healing time between the two groups ( P>0.05). At 3 months after operation, the early operation group exhibited superior Flynn elbow functional outcomes to the delayed operation group ( P<0.05). In the early operation group, there was 1 case of fracture non-union and 3 cases of cubital varus deformity after operation. In the delayed operation group, there was 1 case of nerve injury, 7 cases of fracture non-union, and 12 cases of cubital varus deformity after operation. There was significant difference in the incidence of complications between the two groups ( P<0.05). One case of the early operation group and 10 cases of the delayed operation group underwent secondary operation, showing no significant difference in the incidence of secondary operation between the two groups ( P>0.05).
CONCLUSION
For pediatric supracondylar humerus fractures, early closed reduction and percutaneous Kirschner wire fixation can reduce operation time, minimize intraoperative blood loss and postoperative complications, and improve the functional recovery compared to delayed operation.
Humans
;
Humeral Fractures/surgery*
;
Bone Wires
;
Retrospective Studies
;
Male
;
Female
;
Child
;
Fracture Fixation, Internal/instrumentation*
;
Child, Preschool
;
Treatment Outcome
;
Operative Time
;
Fracture Healing
;
Length of Stay
;
Closed Fracture Reduction/methods*
;
Blood Loss, Surgical
;
Time Factors
;
Time-to-Treatment
;
Postoperative Complications/epidemiology*
3.Expression and significance of miR-223-3p in serum of pregnant women with preterm premature rupture of membranes
Yuying HU ; Jinming ZHU ; Jie LIU ; Yawen PAN ; Qian ZHANG ; Jinqiu FENG
The Journal of Practical Medicine 2024;40(9):1275-1279
Objective Investigate the expression level and clinical significance of microRNA-223-3p(miR-223-3p)in the serum of pregnant women with preterm premature rupture of membranes(PPROM).Methods A total of 91 pregnant women who underwent cesarean delivery at the Xuzhou Maternal and Child Health Hospital affiliated with Xuzhou Medical University between April and September 2023 were selected for the study.This included 60 cases of PPROM and 31 cases of term normal pregnant women as the research subjects.The study group was divided based on the pathological results of the membranes into:PPROM group without histological chorioamnionitis(HCA)(PPROM group,n = 37),and PPROM group with HCA(PPROM+HCA group,n = 23).Serum samples from pregnant women were collected before hospital treatment,and the expression level of miR-223-3p in the serum was detected by quantitative real-time PCR(qRT-PCR).The levels of inflammatory factors such as IL-1β,IL-6,IL-8,and TNF-α in the serum were measured by enzyme-linked immunosorbent assay(ELISA).Results The expression level of miR-223-3p in the serum of the PPROM+HCA group was significantly higher than that of the PPROM group and the normal group(P<0.05).The expression levels of IL-1β,IL-6,IL-8,and TNF-α in the serum of the PPROM+HCA group were also significantly higher than those of the PPROM group and the normal group(P<0.05).There was a positive correlation between the expression level of miR-223-3p in the serum of the PPROM+HCA group and the expression levels of IL-1β,IL-6,IL-8,and TNF-α(r = 0.553,0.505,0438,0.656,P<0.05).Conclusion The upregulation of miR-223-3p in the serum of pregnant women with PPROM+HCA is associated with the severity of inflammation in PPROM.
4.Relationship between body mass index and fat mass percentage in children aged 3-17 years in China
Hongliang WANG ; Peipei XU ; Wei CAO ; Xuehong PANG ; Hui PAN ; Tao XU ; Bowen CHEN ; Yuying WANG ; Zhenyu YANG ; Qian ZHANG ; Wenhua ZHAO
Chinese Journal of Epidemiology 2024;45(11):1501-1506
Objective:To analyze the relationship between body mass index (BMI) and fat mass percentage (FMP) in children aged 3-17 years in China.Methods:The BMI and FMP data of children aged 3-17 years from the National Nutrition and Health Systematic Survey in 0-18 years old children in China was analyzed. BMI- Z score/BMI and FMP were used to classify the subjects, respectively. Spearman correlation was used to analyze the correlation between BMI and FMP. The consistency between BMI- Z score/BMI and FMP in classifying the subjects was measured using Kappa coefficient. Results:The FMP of malnutrition, normal and overweight/obesity in boys was higher in age group 10-13-year than in other age groups (all P<0.001). The FMP of all nutritional status in girls increased with age (all P<0.05). The BMI of boys in all the FMP levels increased with age (all P<0.05). When the FMP of girls was 25%- or ≥30%, BMI increased with age (all P<0.001). The relationship between BMI and FMP was strong ( r=0.705, P<0.001), with r of 0.618 in boys and 0.884 in girls. The consistency between BMI- Z score/BMI and FMP in classifying the subjects was found to be moderate (Kappa=0.574, P<0.001). Conclusions:There was a strong relationship between BMI and FMP. The consistency between BMI- Z score/BMI and FMP in classifying the subjects was moderate.
5.Progress in research on health literate schools
Chinese Journal of School Health 2024;45(3):448-451
Abstract
Health literate schools (HeLit-Schools) play a significant role in fostering students health literacy. The paper elucidates the background and conceptual connotations of HeLit-Schools, and analyzes how HeLit-Schools effectively integrate and enhance the health literacy of schools in three aspects: philosophy and core drivers, strategy and method implementation, as well as evaluation mechanisms and standard setting. Furthermore, the paper explores the implications of foreign HeLit-Schools research and practice for China under the context of "Healthy China" construction, as well as the key strategies for Chinese schools in the implementation of HeLit-Schools, aiming to provide a new perspective and theoretical support for Chinese schools to practice the "Healthy China initiative" and strengthen school construction from the perspective of health literacy.
6.Research progress on food literacy assessment tools for children and adolescents
QIAN Jinwei, TONG Yingge, PAN Xiang, YAO Lan, NI Ke, XIN Mengyu, CHENG Wenqian, HU Yuying
Chinese Journal of School Health 2024;45(6):891-894
Abstract
As dietary issues of children and adolescents become increasingly complex, the assessment of food literacy (FL) is increasingly importance. FL involves a comprehensive cognition and practical ability concerning food among children, playing a key role in fostering healthy eating habits and improving health levels. The article explores the definition and connotations of FL, and introduces eight FL assessment tools in terms of theoretical foundations, dimensions, assessment methods, and their reliability and validity. Moreover, it provides a comparative analysis of these tools by examining their dimensional design, evaluation indicators, strengths, and weaknesses, as well as their applicable subjects and scenarios, aiming to offer references for implementing relevant policies and developing more comprehensive and effective FL assessment tools.
7.Analysis of the suspected cases of measles and rubella in Pudong New Area of Shanghai, 2013‒2022
Xiao WANG ; Aihua ZHANG ; Huiqin FU ; Yuying YANG ; Xiaoxian CUI ; Lipeng HAO ; Yanqiu ZHOU ; Lifeng PAN
Shanghai Journal of Preventive Medicine 2024;36(6):534-539
ObjectiveTo analyze the epidemic characteristics of measles and rubella in Pudong New Area of Shanghai from 2013 to 2022, and to provide data support for the elimination of measles and rubella. MethodsEnzyme linked immunosorbent assay was used to detect IgM antibodies in serum samples. The sequence of 630 nucleotides at the C-terminal of N gene of measles virus was amplified by reverse transcription-polymerase chain reaction and the phylogenic tree was constructed. ResultsA total of 1 529 suspected cases of measles were detected from 2013 to 2022, among which the positive rate of measles IgM antibody was 33.55% (513/1 529). The highest positive rate (20.73%) was from March to May , and the positive rate of rubella IgM antibody was 6.80% (104/1 529). The positive rate of both IgM was higher in males than that in females (P<0.05). The IgM against measles was mainly detected in 0‒ years old (63.16%, 96/152) and 20‒ years old (45.61%, 161/353). The IgM against rubella was mainly detected in 10‒20 years old (27.27%, 18/66). The IgM antibody could be detected more easily from 4 to 28 days after eruption, and the IgM antibody positive rate of measles/rubella from 2020 to 2022 was significantly lower than previous years (2013‒2019). There were 2 D8 genotype strains, and the rest were H1a gene subtypes. ConclusionThe positive rate of IgM antibodies against measles/rubella in Pudong New Area of Shanghai decreased significantly. People aged 0‒ years and 20‒ years old are more susceptible to measles, and rubella is concentrated in 10‒ years old. It is necessary to strengthen the vaccination of school-age children, in order to achieve the goal of eliminating measles. The age group with high risk of exposure should be checked for vaccination status to ensure the enhanced immunization, and the surveillance of imported measles cases should be strengthened.
8.Effects of different exercise interventions on symptoms and dynamic balance ability of chronic ankle instability:a systematic review and Meta-analysis
Yuying SU ; Wei LI ; Yu SHI ; Changbo PAN
Chinese Journal of Tissue Engineering Research 2024;28(32):5217-5224
OBJECTIVE:Clinically,chronic ankle instability has symptoms such as muscle weakness,loss of control and repeated sprains.These symptoms can be effectively improved by means of exercise intervention.Here,we conducted a comprehensive quantitative evaluation of the effects of exercise intervention on chronic ankle instability at home and abroad through Meta-analysis,and examined the moderating effects of different exercise interventions on chronic ankle instability in terms of effect size and exercise dose. METHODS:CNKI,WanFang,Web of Science,EBSCO-SPORTD and PubMed were searched and screened for relevant literature regarding randomized controlled trials of an exercise intervention program against chronic ankle instability.Included literature was analyzed by using Review Manager 5.3 and Stata-SE 15. RESULTS:A total of 52 documents were included with 1 880 patients with chronic ankle instability.Meta-analysis showed that exercise intervention could improve the functional score of patients with chronic ankle instability to a large amount.Neuromuscular control training,a 12-week intervention cycle,and two weekly interventions of>60 minutes are the best protocol for improving instability symptoms in patients with chronic ankle instability.Exercise intervention could improve the dynamic balance of patients with chronic ankle instability to reach the medium equivalent stress.The best exercise program to improve the dynamic balance ability is a combination of neuromuscular control training and hip strength training,with an exercise dose of 30-60 minutes,two or three times per week,for 8 weeks in total. CONCLUSION:Different exercise forms have a good effect on improving the unstable symptoms and dynamic balance ability of patients with chronic ankle instability,among which neuromuscular control training has a more comprehensive effect on improving chronic ankle instability.It is recommended that a multifunctional combination of training forms be used as a means of rehabilitation rather than a single form of exercise.
9.A case of cerebral small vessel disease related to a missense mutation in NOTCH3 with clinical manifestations of alopecia and lumbago
Yuan CHEN ; Yuying ZHOU ; Pan LI
Clinical Medicine of China 2024;40(3):186-190
Cerebral autosomal dominant arteriopathy with subcortical infarcts and leukoencephalopathy (cerebral autosomal dominant arteriopathy with subcortical infarcts and Leukoencephalopathy (CADASIL) is the most common inherited cerebral small-vessel disease, which is caused by mutations in the Notch3 gene on chromosome 19. Compared with CADASIL, CARASIL caused by homozygous mutation of high-temperature requirement protease A1 (HTRA1) is a rare single-gene cerebral small vessel disease. A 47-year-old male patient was reported in this paper. The main cause was "cough in drinking water and dysphagia for 28 hours". According to family history and imaging findings, he was considered to be hereditary cerebral small vessel disease, and the clinical manifestations were accompanied by typical symptoms of CARASIL, such as alopecia and low back pain. Gene detection suggested that NOTCH3 gene mutation combined with ABCC6 gene mutation. Through the analysis of the clinical data of this case, it is helpful for clinicians to improve the recognition of hereditary cerebral small vessel disease.
10.Discussion on Li Fazhi's medication law in the treatment of cough based on data mining
Cheng FU ; Ye PAN ; Meng LI ; Long MA ; Yuying PAN ; Mingli ZHANG ; Fazhi LI
International Journal of Traditional Chinese Medicine 2024;46(7):920-925
Objective:To analyze the medication law of Professor Li Fazhi in the prescriptions for the treatment of cough; To explore his academic thoughts.Methods:Medical cases of Professor Li about the treatment for cough from January 1, 2015 to October 31, 2022 were collected. Excel2016 and R language 4.2.1 were used to conduct multidimensional analysis on property and taste, and meridians of drugs. High-frequency efficacy classification was explored through factor analysis, clustering analysis was conducted to distinguish drug groups, and time-lapse analysis on proportion and meridian was conducted on high-frequency drugs.Results:4 746 prescriptions involved 270 kinds of Chinese materia medica, with a total frequency of 57 700 times. The most common property and taste was warm, followed by cold. Warm medicines were mainly pungent warm and cold warm, and cold medicines were mainly pungent cold, sweet cold and bitter cold, and the main meridians were lung, spleen, stomach, and liver meridians. The top 35 kinds of Chinese materia medica with frequency could be clustered into 9 groups. Group 1: Perillae Fructus, Armeniacae Semen Amarum and Ephedrae Herba; group 2: Magnoliae Flosmagnoliae Flos, Cicadae Periostracum and Glycyrrhizae Radix et Rhizoma; group 3: Peucedani Radix, Platycodonis Radix, Mori Cortex, Schizonepetae Herba, Saposhnikoviae Radix and Farfarae Flos; group 4: Angelicae Dahuricae Radix, Notopterygii Rhizoma et Radix, Citri Reticulatae Pericarpium, Astragali Radix, Cimicifugae Rhizoma and Coptidis Rhizoma; group 5: Coicis Semen, Phragmitis Rhizoma, Persicae Semen and Benincasae Semen; group 6: Perillae Folium; group 7: Bupleuri Radix, Mume Fructus, Aurantii Fructus Immaturus, Scutellariae Radix and Paeoniae Radix Alba; group 8: Asari Radix et Rhizoma, Cinnamomi Ramulus, Zingiberis Rhizoma, Schisandrae Chinensis Fructus and Pinelliae Rhizoma Praeparatum cum Alumine; group 9: Poria and Glycyrrhizae Radix et Rhizoma Praeparata cum Melle. The time-lapse analysis showed that the proportion of drugs used in the past three years such as Glycyrrhizae Radix et Rhizoma Praeparata cum Melle, Poria and Aurantii Fructus was gradually increasing.Conclusions:Professor Li's treatment of cough focuses on the lungs, spleen, and stomach. Clinical medication emphasizes the combination of ascending and descending factors, as well as the use of cold and warm. In recent years, there has been a greater emphasis on treating cough from the middle energizer.


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