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.

ObjectiveTo investigate the difference in bilateral lower limb muscle synergy mode during gait in patients after unilateral anterior cruciate ligament reconstruction. MethodsElectromyography from bilateral lower limb muscles during gait were collected from twelve male and eight female patients after unilateral anterior cruciate ligament reconstruction in Affiliated Hospital of Wuhan Sports University, from April to June, 2023. The data were analyzed using non-negative matrix decomposition algorithm to extract the number of muscle synergies in the affected and unaffected legs, the time to peak activation of muscle synergies and the relative weights of the muscles. ResultsSix types of muscle synergy were identified in the unaffected leg of males during gait, while five types were identified in the affected leg, lacking synergy 2 that mainly from the tibialis anterior muscle. Six types of muscle synergy were identified in both legs in females during gait. There was no significant difference in the time to peak activation of muscle synergies between both legs in males (P > 0.05). However, the time to peak activation of muscle synergies increased in females in the affected leg for synergy 3 and synergy 5 (P < 0.05). The relative weight of the rectus femoris was lower in synergy 1 in the affected leg in males (P < 0.05). For female, the relative weight of the vastus lateralis was higher and the relative weight of the biceps femoris was lower in synergy 2 in the affected leg in females (P < 0.05); while the relative weight of the rectus femoris was lower in synergy 3 (P < 0.05), and the relative weight of the biceps femoris was lower in synergy 6 (P < 0.05). ConclusionMales would freeze the muscle synergy dominating ankle dorsiflexion in affected leg to enhance ankle stability, and reduce the relative weight of rectus femoris during the loading response phase to weaken the knee landing cushioning. However, females would delay the activation of synergies dominating in loading response phase and the mid-stance phase, enhance the relative weight of vastus lateralis during the loading response phase, and reduce the relative weights of rectus femoris in the loading response phase and the relative weight of biceps femoris in the mid-stance phase, to limit knee flexion.

Objective To analyze the risk of return to sport in athletes using their gait data following anterior cruciate ligament re-construction(ACLR). Methods From May to June,2023,39 athletes after ACLR were recruited in Wuhan Sports University.Their data on sta-ble gait and tandem gait were recorded using a three-dimensional motion capture system,surface electromyogra-phy and a three-dimensional ergometer table.Additionally,return-to-sport scores were calculated using the K-STARTS test.The relationship between each gait indicator and the total score of the K-STARTS test was ana-lyzed with Pearson correlation analysis.Furthermore,the key indicators related to the risk of return to sport were analyzed using linear regression. Results In the stable gait test,the step time was negatively correlated with the total score of K-STARTS(r=-0.479,P=0.002),and the peak amplitude symmetry index of rectus femoris(r=0.448,P=0.004)and vastus lateralis(r=0.595,P=0.001)were positively correlated with the total score of K-STARTS.In the tandem gait test,the lateral displacement distance of the center of gravity was negatively correlated with the total score of K-STARTS(r=-0.341,P=0.034),and the time symmetry index of peak amplitude of vastus lateralis was positively correlated with the total score of K-STARTS(r=0.320,P=0.047).Regression analysis showed that the interpretation of the model based on stable gait(F=15.818,P=0.001,R2=0.650)was better than that based on tandem gait(F=7.692,P=0.001,R2=0.397). Conclusion In stable gait,gait rhythm variability and symmetry are correlated with return to sport risk.In tandem gait,gait balance and symmetry indexes are correlated with return-to-sport risk.Compared with tandem gait,the inter-pretation of return-to-sport risk assessment model based on stable gait information is better,and may be more suitable as a simple return-to-sport risk test method.

OBJE CTIVE To mine and analyze t he cardiac adverse drug reaction （ADR）signals induced by febuxostat in post-marketing experience ，and to provide reference for rational drug use in clinic. METHODS Reporting odds ratio （ROR） method was used to mine the ADR signals induced by febuxostat from the FDA Adverse Event Reporting System during the first quarter of 2009 to the fourth quarter of 2020；the information of cardiac disease signals was counted and analyzed. RESULTS A total of 209 ADR signals were detected in 8 282 adverse drug event （ADE）reports with febuxostat as the primary suspected drug ， involving 27 cardiac signals and 754 ADE reports. The most reported signals were symptoms （262 reports），including dizziness ， oedema peripheral，chest pain ，palpitations and gravitational oedema and so on ，followed by coronary atherosclerotic heart disease signal，heart failure signal ，arrhythmia signal ，sudden cardiac death signal （233，157，90，12 reports，respectively）. More than half of the signals were mentioned in the drug instructions ，while the unmentioned signals were mainly kinds of cardiac failure ， arrhythmia and extrasystoles ，etc. The patients with cardiac ADEs who received febuxostat were more male than female ，and the age was 60 and over ；the drug dosage was mostly 40 mg/d or 80 mg/d as recommended in the drug instructions ，and cardiac ADEs mostly occurred within 1 month of medication. CONCLUSIONS Routine attention should be paid to the cardiac safety of febuxostat during medication ，further evaluation and validation of febuxostat-induced cardiac ADR signals are still needed.

Physiological parameters monitoring is essential to direct medical staff to evaluate, diagnose and treat critical patients quantitatively. ECG, blood pressure, SpO2, respiratory rate and body temperature are the basic vital signs of patients in the ICU. The measuring methods are relatively mature at present, and the trend is to be wireless and more accurate and comfortable. Hemodynamics, oxygen metabolism and microcirculation should be taken seriously during the treatment of acute critical patients. The related monitoring technology has made significant progress in recent years, the trend is to reduce the trauma and improve the accuracy and usability. With the development of machine vision and data fusion technology, the identification of patient behavior and deterioration has become hot topics. This review is focused on current parameters monitoring technologies, aims to provide reference for future related research.
Humans ; Intensive Care Units ; Monitoring, Physiologic ; Oxygen Saturation ; Technology ; Vital Signs

Objective To evaluate the effect and safety of extracorporeal shock wave therapy ( ESWT) for knee osteoarthritis ( KOA) and its effect on the articular cartilage. Methods Sixty-three persons with KOA were randomly divided into an ESWT group ( n=32) and a control group ( n=31) . Both groups received routine knee mus-cle strength training, but the ESWT group was also given ESWT ( a total of 2000 pulses at 8 Hz and 2.5 bar pressure) once a week for four consecutive weeks. The control group was given sham therapy at 0.2 bar with the rest of the pa-rameters the same as in the ESWT group. All of the subjects were assessed using a visual analogue scale ( VAS) , the Western Ontario and McMaster Universities Osteoarthritis Score ( WOMAC) , the Lequesne Index and knee cartilage T2 values before as well as one and 8 weeks after the intervention. Results The average VAS score, WOMAC in-dex, and Lequesne index of the ESWT group at 8 weeks after the treatment were significantly better than those before the intervention, and significantly better than the control group' s averages. The T2 values of the ESWT group at 8 weeks after the treatment were significantly better than before the intervention, though not significantly different from those of the control group at that point. No serious adverse reactions occurred in either group, and all of the minor ad-verse reactions had disappeared before the end of the assessment period. Conclusion ESWT can significantly im-prove the lower limb functioning of KOA patients, and its influence on knee cartilage is within the safe range.

Objective: To evaluate the effect of cervical lifting suture in treatment of placenta previa with increta and percreta. Methods: From January 2016 to June 2017, 65 cases (0.78%, 65/8 322) were diagnosed placenta previa with increta and percreta by prenatal ultrasonic score system and confirmed by intraoperative findings in the department of obstetrics and gynecology of Peking University Third Hospital. Totally 62 cases (0.75%, 62/8 322) were included, because 3 cases underwent hysterectomy with placenta in situ. According to ultrasonic score system, 62 cases were divided into two groups, score 5-9 group (n=42, 67.7%) and score≥10 group (n=20, 32.3%) , cervical lifting suture techniques were all performed in cesarean sections. Demographic and clinical data were collected and compared. Results: (1) There were no significant differences between two groups in age, gravidity, parity, cesarean section history ratio and gestational week of termination (all P>0.05) . (2) In score≥10 group, the median intraoperative bleeding volume was 4 000 ml (1 200-13 000 ml) , while in score 5-9 group, it was 1 600 ml (700-10 000 ml) , intraoperative blood transfusion volume was 2 000 ml (800-8 800 ml) in score≥10 group, while 1 200 ml (0-8 000 ml) in score 5-9 group. The median operation time was 240 minutes (108-1 200 minutes) in score≥10 group, significantly higher than that in score 5-9 group, which was 135 minutes (69-335 minutes; all P< 0.05). In 8 cases for hysterectomy (12.9%,8/62) , 3 cases in score 5-9 group, 5 cases in score≥10 group. (3) In score≥10 group, the rate of postoperative ICU registration was 80% and mean hospitalization time was (6.3±1.7) days, were significantly different, compared with those in score 5-9 group, which were 26%, (4.9±1.9) days. No serious postpartum complications were found in both groups, and there were no significant differences in Apgar score and weight of newborns (all P>0.05) . Conclusion Cervical lifting suture in placenta previa with increta and percreta could significantly reduce postpartum hemorrhage and retain uterine.

OBJECTIVETo investigate the correlation between human immunodeficiency virus (HIV) and the sexual behaviors of men who have sex with men (MSM) in Guangzhou in 2010.

METHODSAnti-HIV antibody was detected in the volunteers undergoing HIV tests in the year 2010, and the differences in the sexual role, education, use of condom and complicated infection of syphilis were analyzed among these subjects.

RESULTSA total of 1526 MSM volunteered to participate in the investigation, among whom 87 (5.70%) were confirmed to have HIV infection. The positivity rate of HIV infection was 3.54%, 7.14% and 6.70% in subjects reporting active anal copulation, passive anal copulation, and both, respectively, showing a significant difference in respect of the sexual role (χ(2)=6.450, P=0.040). The positivity rate also differed significantly among married, unmarried and divorced subjects (9.45%, 4.92%, and 4.17%, respectively; χ(2)=7.184, P=0.028). The positivity rate was 21.31% among those with syphilis, significantly higher than the rate in those without syphilis (5.06%, χ(2)=25.770, P<0.001). Use of condom was not associated with a significant reduction of HIV positivity rate (P>0.05).

CONCLUSIONThe high anti-HIV positivity rate among MSM in Guangzhou indicates a high risk of unsafe sexual behaviors, especially anal copulations. The anal copulation receivers, often young and have a lower rate of condom use, constitute a high-risk group of HIV transmission.

Adolescent ; Adult ; China ; epidemiology ; HIV Antibodies ; blood ; HIV Infections ; epidemiology ; prevention & control ; transmission ; HIV Seropositivity ; epidemiology ; transmission ; Homosexuality, Male ; statistics & numerical data ; Humans ; Male ; Middle Aged ; Prevalence ; Sexual Behavior ; Surveys and Questionnaires ; Young Adult

OBJECTIVETo study the effect of Panax notoginseng saponins (PNS) on expression of alpha-aecretase mRNA in the brains of senescence-accelerated SAMP8 mice.

METHODSAMP8 mice were randomly divided into the control group, the PNS high-dosage group (200 mg x kg(-1)), the PNS low-dosage group (100 mg x kg(-1)) and the huperzine A group (0.3 mg x kg(-1)), with eight mice in each group. The control group and each administration group were orally administered with the same volume of double distilled water once for consecutively two months. The expression of alpha-secretase (ADAM 9, ADAM10, ADAM17) mRNA was assayed by real-time fluorescence quantitative polymerase chain reaction (Real-time PCR).

RESULTThe expression of ADAM9 mRNA in PNS high-dosage group and huperzine A group were significantly higher than that of the control group (P < 0.05). The expression of ADAM10 in the PNS high-dosage group, the PNS low-dosage group and the huperzine A group showed no significant difference from the control group.

CONCLUSIONPNS can up-regulate expressions of ADAM9 mRNA and down-regulate expressions of ADAM10 mRNA in the brains of SAMP8 mice.

ADAM Proteins ; genetics ; ADAM10 Protein ; Alzheimer Disease ; drug therapy ; metabolism ; Amyloid Precursor Protein Secretases ; genetics ; Animals ; Disease Models, Animal ; Gene Expression Regulation, Enzymologic ; drug effects ; Membrane Proteins ; genetics ; Mice ; Panax notoginseng ; RNA, Messenger ; analysis ; Saponins ; pharmacology

Objective To investigate the requirement and the attitude of the mental health knowledge and some psychological factors indifferent developed regions. Methods The mental patients, their caregivers and normal people in total of 534 were surveyed with the Zung'sSelf-rating Depression Scale, the Questionnaire of Experience and Attitude of the Psychosis (self-edited), the Questionnaire of Requirementand Attitude on Mental Health Knowledge (self-edited), the Social Support Rating Scale and the Simplified Coping Style Questionnaire. Theresults were compared between the developed and the developing regions. Results Compared with those from developing, the requirementwas more and the attitude was more positive on mental health knowledge in all the people from the developed regions; the patients obtainedand applied more support, and took more positive coping style, less depressive emotion; the caregivers took more positive and negative copingstyles, and more depressive emotion; the healthy people applied more support, and took more positive coping style; the caregivers feltmore un-safety and wished the patients stay in hospital longer. Conclusion Development of the region plays a role in the mental health. Thecaregivers need more support and care.