BACKGROUND:The sports medicine community has widely called for the use of machine learning technology to efficiently process the huge and complicated sports data resources,and construct intelligent sports injury prediction models,enabling accurate early warning of sports injuries.It is of great significance to comprehensively summarize and review such research results so as to grasp the direction of early warning model improvement and to guide the construction of sports injury prediction models in China. OBJECTIVE:To systematically review and analyze relevant research on sports injury prediction models based on machine learning technology,thereby providing references for the development of sports injury prediction models in China. METHODS:Literature search was conducted on CNKI,Web of Science and EBSCO databases,which mainly searched for literature related to machine learning techniques and sports injuries.Finally,61 articles related to sports injury prediction models were included for analysis. RESULTS AND CONCLUSION:(1)In terms of external risk feature indicators,there is a lack of competition scenario indicators,and the inclusion of related feature indicators needs to be further improved to further enrich the dimensions of the dataset for model training.In addition,the inclusion feature weighting methods of the sports injury prediction model are mainly based on filtering methods and the use of embedding and wrapping weighting methods needs to be strengthened in order to enhance the analysis of the interaction effects of multiple risk factors.(2)In terms of model body training,supervised learning algorithms become the mainstream choice.Such algorithms have higher requirements for the completeness of sample labeling information,and the application scenarios are easily limited.Therefore,the application of unsupervised and semi-supervised algorithms can be increased in the later stage.(3)In terms of model performance evaluation and optimization,the current studies mainly adopt two verification methods:HoldOut crossover and k-crossover.The range of AUC values is(0.76±0.12),the range of sensitivity is(75.92±11.03)%,the range of specificity is(0.03±4.54)%,the range of F1 score is(80.60±10.63)%,the range of accuracy is(69.96±13.10)%,and the range of precision is(70±14.71)%.Data augmentation and feature optimization are the most common model optimization operations.The accuracy and precision of the current sports injury prediction model are about 70%,and the early warning effect is good.However,the model optimization operation is relatively single,and data augmentation methods are often used to improve model performance.Further adjustments to the model algorithm and hyperparameters are needed to further improve model performance.(4)In terms of model feature extraction,most of the internal risk profile indicators included are mainly based on anthropometrics,training load,years of training,and injury history,but there is a lack of sports recovery and physical function indicators.

Objective: To explore the comorbidity and associated factors of dental caries and overweight/obesity among primary and secondary school students in Guangxi, so as to provide a scientific basis for the development of targeted prevention strategies. Methods: A stratified cluster random sampling method was used to survey 178 700 students from the fourth grade of primary school to the third year of high school in Guangxi Zhuang Autonomous Region from September to November 2023, including physical examination, oral screening, and questionnaire survey. Chisquare tests and binary Logistic regression analysis were employed to investigate the related factors of the cooccurrence of dental caries and overweight/obesity among students. Results: The comorbidity rate of dental caries and overweight/obesity was 9.55%, with urban areas (9.95%) higher than rural counties (9.24%), boys (10.54%) higher than girls (8.54%), primary school students (11.49%) higher than senior high school students (8.92%) and junior high school students (8.05%), and nonboarding students (11.44%) higher than boarding students (7.94%), and all differences were statistically significant (χ2=26.07, 207.91, 471.54, 629.14,P<0.01). Multivariate Logistic regression analysis showed that consuming cereal for breakfast (OR=0.91, 95%CI=0.88-0.94), drinking milk in the past week (OR=0.89, 95%CI=0.83-0.95), meeting sleep standards (OR=0.95, 95%CI=0.91-0.99), and brushing teeth at least once a day (OR=0.82, 95%CI=0.73-0.93) had a lower risk of the comorbidity of dental caries and overweight/obesity. In contrast, drinking beverages in the past week (OR=1.14, 95%CI=1.09-1.20), consuming fried foods in the past week (OR=1.11, 95%CI=1.06-1.17), eating fruit ≥1 time every day (OR=1.06, 95%CI=1.02-1.11), consuming fruit ≥1 type every day (OR=1.07, 95%CI=1.01-1.12), and having fish, poultry, meat, or eggbased breakfasts (OR=1.03, 95%CI=1.05-1.13) had a higher risk of the comorbidity of dental caries and overweight/obesity (P<0.05). Conclusions Dietary habits and lifestyle behaviors are associated with the comorbidity of dental caries and overweight/obesity among primary and secondary school students in Guangxi. Guiding students to form healthy living habits is helpful to preven dental caries and overweight/obesity.

ObjectiveTo assess the efficiency of a Sophora flavescens Ait (S. flavescens, Ku Shen)-soluble microneedle (SFA-MN) for improving skin lesion symptoms in mice with psoriasis.MethodsSFA-MNs were prepared using a two-mold molding process with 20% w/v polyvinylpyrrolidone and 15% w/v polyvinyl alcohol. The SFA-MNs were assessed for morphology, mechanical properties, in vitro dissolution, identification of components, and skin lesion improvement in imiquimod-induced psoriasis mice.ResultsThe SFA-MNs demonstrated good mechanical properties for efficiently penetrating the dermis, facilitating efficient drug delivery. Furthermore, they effectively inhibited mast cell levels in the dorsal lesion area of psoriasis mice and reduced the expression of the T-lymphocyte factor cluster of differentiation 3 and tumor necrosis factor-α. In addition, this system alleviated skin inflammation, splenic swelling, and thymic atrophy in the psoriasis-like mouse model. Seven major components were detected from SFA-MNs by comparison of the mass-to-nucleus ratios (m/z) of the secondary fragments N-methylcytisine, 5α, 9α-dihydroxymatrine, sophoramine, matrine, oxysophocarpine, oxymatrine, and kushenol O.ConclusionThe drug delivery strategy combining traditional herbal S. flavescens with soluble microneedle technology provides more targeted and effective immune regulation for treating psoriasis-like mice models, enabling enhanced therapeutic effects compared with the control group.

Previous studies have identified two group-level processes, neural representations of interracial between-group difference and intraracial within-group similarity, that contribute to the racial categorization of faces. What remains unclear is how the brain tracks race-related information that varies across different faces as an individual-level neural process involved in race perception. In three studies, we recorded functional MRI signals when Chinese adults performed different tasks on morphed faces in which proportions of pixels contributing to perceived racial identity (Asian vs White) and expression (pain vs neutral) varied independently. We found that, during a pain expression judgment task, tracking other-race and same-race-related information in perceived faces recruited the ventral occipitotemporal cortices and medial prefrontal/anterior temporal cortices, respectively. However, neural tracking of race-related information tended to be weakened during explicit race judgments on perceived faces. During a donation task, the medial prefrontal activity also tracked race-related information that distinguished between two perceived faces for altruistic decision-making and encoded the Euclidean distance between the two faces that predicted decision-making speeds. Our findings revealed task-dependent neural mechanisms underlying the tracking of race-related information during face perception and altruistic decision-making.
Adult ; Female ; Humans ; Male ; Young Adult ; Brain/diagnostic imaging* ; Brain Mapping ; Decision Making/physiology* ; Facial Recognition/physiology* ; Judgment/physiology* ; Magnetic Resonance Imaging ; Photic Stimulation ; Racial Groups ; Social Perception ; East Asian People

Objective To analyze the relationship between expression level of protein O-fucosyltransferase 1(POFUT1)and tumor immune infiltration level and prognosis of patients,and explore the value of POFUT1 in tumor immunotherapy.Methods Based on the pan-cancer data,R software was used to analyze the changes in POFUT1 expression levels of various tumor tissues and their correlation with the risk ratio of various tumor patients,and screen for tumor types related to patient prognosis and POFUT1 expression.Through the String database,a protein interaction network was constructed,POFUT1-associated genes were screened,and functional enrichment analysis was performed.The estimate software package was used to analyze the correlation between POFUT1 expression and immune infiltration score in selected tumor tissues.The TIMER database was used to analyze the correlation between the expression level of POFUT1 and various levels of immune cell infiltration,and the correlation between the infiltration level of immune cells and the prognosis of patients.Results The expression levels of POFUT1 were significantly high in 14 types of tumors(P<0.05),and were associated with poor prognosis of low-grade gliomas,lung adenocarcinoma,and thyroid cancer(Hazard Ratio>1,P<0.05).POFUT1 and its associated genes were highly involved in Notch signaling pathway,lymphocyte activation and immune regulation processes.The expression level of POFUT1 was positively correlated with the infiltration degree of B cells,CD8+T cells,CD4+T cells,macrophages,neutrophils and dendritic cells in low-grade gliomas,as well as positively associated with the infiltration level of neutrophils in LUAD,and B cells,CD4+ T cells and macrophages in thyroid cancer(|r|>0.2,P<0.05).The high infiltration levels of the above 6 types of immune cells were correlated with the poor prognosis of patients with low-grade glioma(Hazard Ratio>1,P<0.05).Conclusion POFUT1 was highly involved in the process of immune regulation,affecting the immune infiltration level of some tumors and further influencing patient prognosis.It may have the potential to become a target for tumor immunotherapy.

Objective To investigate the expression and prognostic significance of serum protease C1 inhib-itor(SERPING1)and plasminogen activator inhibitor type 1(SERPINE1)in patients with sepsis.Methods A total of 132 patients with sepsis treated in the hospital from March 2018 to March 2020 were se-lected as the sepsis group.According to whether they died within 28 days of admission,they were divided into a death group(n=34)and a survival group(n=98).Enzyme linked immunosorbent assay was used to detect the expression of serum SERPING1 and SERPINE1.Multivariate Logistic regression model and receiver oper-ating characteristic curve were used to study the value of serum SERPING1 and serpine1 in evaluating the prognosis of patients'death.Results[Compared with the control group,serum SERPING1(331.12±51.80 ng/L vs.639.04±91.12 ng/L)was lower and serum serpine1(412.67±64.84 ng/L vs.42.33±10.32 ng/L)was higher in the sepsis group,and the differences were statistically significant(P＜0.05).[Compared to the survival group,the levels of serum SERPINE1,procalcitonin,C-reactive protein,Acute Physiology and Chronic Health Evaluation Ⅱ(APACHE Ⅱ)score and Sequential Organ Failure Assessment(SOFA)score in the death group were higher,while serum SERPING1 was lower,and the differences were statistically significant(all P＜0.05).Serum SERPING1 showed negative correlation with APACHE Ⅱ and SOFA scores(r=-0.779,-0.653,P＜0.05),while serum SERPINE1 showed positive correlation with APACHE Ⅱ and SO-FA scores(r=0.740,0.685,P＜0.05).APACHE Ⅱ score,SOFA score,and serum SERPINE1 were risk fac-tors affecting the prognosis of sepsis patients,while serum SERPING1 was a protective factor.The area under the curve of serum SERPING1 and SERPINE1 combined for the evaluation of the death in sepsis patients was 0.938(95％CI:0.893-0.968),which was significantly higher than 0.860(95％CI:0.812-0.899)and 0.838(95％CI:0.781-0.868)of the single detection,and the differences were statistically significant(Z=3.861,4.015,P＜0.001).Conclusion The elevated levels of serum SERPING1 and SERPINE1 in patients with sepsis are related to the severity of the patient's condition.The combination of the two has high prognos-tic value for sepsis patients.

Objective:To select and obtain evidence on oral health management for dementia patients, and summarize the best evidence.Methods:The best clinical practices, guidelines, expert consensus, evidence summary, recommended practices, and systematic reviews on oral health management for patients with dementia and cognitive impairment were electronically retrieved from British Medical Journal Best Practice, Australia Joanna Briggs Institute Evidence-Based Health Care Center Database, Agency for Healthcare Research and Quality, and National Institute for Health and Clinical Excellence, Cochrane Library, PubMed, Alzheimer's Association, China Biomedical Database, China National Knowledge Infrastructure, WanFang Data and VIP and so on. The search period was from database establishment to October 31, 2023. Two to four researchers evaluated the quality of the included literature and extracted evidence from the literature that met the quality standards.Results:A total of 11 articles were included, including two guidelines, five evidence summaries, one recommended practice, and three systematic reviews. A total of 31 best pieces of evidence were summarized from eight aspects, including team work, personnel training, oral assessment, oral cleaning procedures, denture management, communication and behavior management, interventions for special oral problems, and health education.Conclusions:The oral health management of dementia patients has its particularity and the incidence of oral complications is high. It is necessary to strengthen the awareness and training of medical and nursing staff, pay attention to oral assessment, oral care, and communication skills, actively prevent and handle special oral problems, so as to improve the oral health of patients. In addition, it is recommended to evaluate patient cultural differences, clinical environment of the medical institution, patient willingness and so on before applying evidence in clinical practice, and then implement targeted evidence measures.

Objective:To explore the predictive factors for adverse clinical outcomes in critically ill adult patients with autoimmune encephalitis by analyzing their clinical characteristics and prognosis.Methods:Clinical data of patients diagnosed with " confirmed" or " possible" autoimmune encephalitis who were hospitalized in the intensive care unit (ICU) of the Department of Neurology at the Second Xiangya Hospital of Central South University from January 2015 to December 2023 were retrospectively collected. The neurological function of patients at 3, 6, and 12 months of onset was followed up, and the modified Rankin Scale (mRS) at 12 months was used as an evaluation index for clinical prognosis; Further analysis was conducted on the relationship between clinical features, auxiliary examinations, and prognosis.Results:The 12-month survival rate of critically ill adult patients with autoimmune encephalitis in our center was 90.7%(117/129), and the 6-month poor prognosis rate was 28.7%(37/129). Univariate logistic regression analysis found that age of onset ( P<0.01), presence of tumors ( P<0.01), mechanical ventilation ( P<0.01), Glasgow Coma Scale (GCS) at ICU admission ( P<0.01), Acute Physiology and Chronic Health Evaluation Ⅱ (APACHE Ⅱ) score ( P<0.01), cerebrospinal fluid glucose ( P<0.01), cerebrospinal fluid protein level ( P=0.02), epileptic waves in electroencephalography (EEG) ( P=0.03), use of glucocorticoids ( P=0.04), and time interval between initiation of intravenous immunoglobulin (IVIG) and onset ( P=0.04) were associated with prognosis. The results of multiple logistic regression analysis showed that mechanical ventilation [ P=0.01, area under the curve (AUC)=0.72)], APACHE Ⅱ score ( P=0.04, AUC=0.68), cerebrospinal fluid protein content ( P=0.04, AUC=0.65), and the time interval between initiation of IVIG and onset ( P=0.02, AUC=0.64) were independent predictive factors for the prognosis of adult critical autoimmune encephalitis. The prognostic prediction model for adult critical autoimmune encephalitis established by combining these four indicators has a higher AUC (0.85). Conclusions:Mechanical ventilation, APACHE Ⅱ score, cerebrospinal fluid protein level, and the time interval between initiation of IVIG and onset are predictive factors for poor clinical outcomes in critically ill autoimmune encephalitis in adults; The prognostic prediction model for adult critical autoimmune encephalitis established by combining these four indicators can identify patients with poor prognosis early, which is beneficial for early comprehensive management and intervention treatment to improve patient prognosis.

Objective:To construct a program for improving care ability of caregivers for children with home enteral tube feeding (HETF) based on timing theory, and explore its preliminary effects.Methods:Based on the framework of timing theory and literature review, intervention measures to improve the care ability of caregivers for children with HETF were extracted and summarized to form a preliminary program draft. Fourteen caregivers with experience in caring for children with HETF were subjected to qualitative interviews to supplement the content of the program, and the program was revised through expert meetings to form the final draft. Non-synchronous control method was adopted, and 89 children with HETF and 89 caregivers of them admitted to the Children's Hospital of Fudan University from March 2022 to February 2023 were continuously included as study subjects. The children and their caregivers included from March to August 2022 were in control group ( n=42), and the children and their caregivers included from September 2022 to February 2023 were in intervention group ( n=47), and the plan was preliminarily applied. Family Caregiver Task Inventory (FCTI) was used to evaluate the impact of the program on improving caregiver care ability. Age specific body weight z-values, height specific body weight z-values, and complications were used to evaluate the impact of the program on the growth and development of children and the incidence of tube feeding complications. The data was collected at the time of enrollment and one, two, and three months after discharge. Results:There were 66 children who completed the whole study, including 33 children in the control group and the intervention group, and 33 caregivers in each group. The application results showed that the total score of FCTI in the intervention group decreased from (25.91±2.94) at enrollment to (5.85±2.60) at three months after discharge, while the total score of FCTI in the control group decreased from (26.12±4.34) at enrollment to (12.52±3.60) at three months after discharge, and the total score of FCTI in both groups decreased over time. At one, two, and three months after discharge, the total FCTI score of the intervention group was lower than that of the control group, and the difference was statistically significant ( P<0.05). At three months after discharge, the incidence of complications in children with HETF in the intervention group was lower than that in the control group with a statistical difference ( P<0.05) . Conclusions:The program for improving care ability of caregivers for children with HETF based on timing theory is scientific and provides basis for the management of home tube feeding of children.

Objective:To describe the implementation status of home enteral nutrition (HEN) in pediatric patients, providing reference for the management of HEN in pediatric patients.Methods:This study was a cross-sectional study. From March 2020 to May 2021, convenience sampling was used to select 161 pediatric patients who were discharged from the Children's Hospital of Fudan University and underwent HEN as participants. The survey questionnaire was designed to collect clinical data based on the research purpose.Results:Among the 161 pediatric patients who underwent HEN, congenital malformations, digestive system diseases, neurological diseases, malignant tumors, and respiratory system diseases accounted for 38.5% (62/161), 21.7% (35/161), 19.3% (31/161), 11.2% (18/161), and 9.3% (15/161), respectively. A total of 120 pediatric patients were followed up and recorded with nutritional supplements, 49 pediatric patients received whole protein nutritional supplements, 19 received amino acid nutritional supplements, 16 received whole protein nutritional supplements with homemade homogenization, 15 received short peptide nutritional supplements, seven received breast milk with whole protein nutritional supplements, five received homemade homogenization, five received animal milk, two received breast milk, and two received amino acid nutritional supplements with homemade homogenization. A total of 118 pediatric patients were followed up with tube feeding, including 107 cases using intermittent feeding, nine cases using continuous feeding, and two cases using intermittent combined continuous feeding. There were 46 children with tube slippage, nine cases of vomiting, six cases of tube blockage, three cases of abdominal pain and bloating, two cases of diarrhea, one case of nasal redness, one case of aspiration pneumonia, and one case of exudation around the stoma. After a short-term HEN, 74 cases continued to receive tube feeding, 49 cases were successfully removed from the tube and switched to oral feeding, three cases were switched to tube and oral combined feeding, five cases died due to severe illness.Conclusions:Pediatric patients undergoing HEN have a wide range of diseases and a high incidence of tube slippage. Education should be provided to family caregivers to enhance their ability to identify and handle complications, as well as to make correct choices in feeding formulations and methods. We should also establish a sound follow-up system, closely monitor the nutritional status of pediatric patients, and actively assist in preventing complications.