Sports Injury Prevention Research Articles

Impact of strength training on the prevention of orthopedic injuries in sports: a literature review.

Introduction: The perception of physical activity has evolved, influenced by urbanization, media, and public health initiatives. While regular physical activity offers health benefits, musculoskeletal injuries in athletes remain a concern, often going unnoticed due to subtle symptoms. Preventing these injuries is crucial, with strength training (ST) emerging as a strategy to enhance stability and reduce injury risk. Purpose of the Study: This review examines the impact of strength training on preventing orthopedic injuries in athletes, focusing on mechanisms like muscle strengthening, joint stabilization, improved endurance, and correcting imbalances. It evaluates research on ST's effectiveness in preventing knee, ankle, hip, back, and upper limb injuries. Methodology: A comprehensive search of databases, including PubMed, Scopus, and Google Scholar, was conducted using keywords such as "strength training," "orthopedic injury prevention," "musculoskeletal stability," "injury risk reduction," and "sports injuries." Results: Strength training plays a key role in preventing sports injuries by enhancing muscle strength, joint stability, and endurance, addressing musculoskeletal weaknesses and imbalances. Studies show ST significantly reduces knee, ankle, hip, and back injuries. For instance, knee injuries are prevented by strengthening the hip abductors and quadriceps, while ankle injuries are mitigated by improving core and lower limb strength. ST also prevents injuries in "overhead sports" by enhancing shoulder stability. Keywords: strength training, orthopedic injury prevention, musculoskeletal stability, sports injuries, injury risk reduction.

Diagnostic Applications of AI in Sports: A Comprehensive Review of Injury Risk Prediction Methods

This review provides a comprehensive analysis of the transformative role of artificial intelligence (AI) in predicting and preventing sports injuries across various disciplines. By exploring the application of machine learning (ML) and deep learning (DL) techniques, such as random forests (RFs), convolutional neural networks (CNNs), and artificial neural networks (ANNs), this review highlights AI’s ability to analyze complex datasets, detect patterns, and generate predictive insights that enhance injury prevention strategies. AI models improve the accuracy and reliability of injury risk assessments by tailoring prevention strategies to individual athlete profiles and processing real-time data. A literature review was conducted through searches in PubMed, Google Scholar, Science Direct, and Web of Science, focusing on studies from 2014 to 2024 and using keywords such as ‘artificial intelligence’, ‘machine learning’, ‘sports injury’, and ‘risk prediction’. While AI’s predictive power supports both team and individual sports, its effectiveness varies based on the unique data requirements and injury risks of each, with team sports presenting additional complexity in data integration and injury tracking across multiple players. This review also addresses critical issues such as data quality, ethical concerns, privacy, and the need for transparency in AI applications. By shifting the focus from reactive to proactive injury management, AI technologies contribute to enhanced athlete safety, optimized performance, and reduced human error in medical decisions. As AI continues to evolve, its potential to revolutionize sports injury prediction and prevention promises further advancements in athlete health and performance while addressing current challenges.

Characteristics, Relationships, and Differences in Muscle Activity and Impact Load Attenuation During Tennis Forehand Stroke with Different Grips

In forehand strokes with different grips in tennis, the forearm muscle activities, the distribution and attenuation of the impact loads, and the effects of the muscles on the impact load attenuation exhibited different characteristics. This study aimed to explore these characteristics by analyzing electromyography (EMG) and acceleration data, and comparing the differences between the Eastern and Western grips. Fourteen level II or above tennis players (ten males, aged 22.4 ± 3.6 years; four females, aged 19.8 ± 2.0 years) were recruited and instructed to perform forehand strokes using the Eastern and Western grips, respectively. The EMG of eight forearm muscles and the acceleration data at the ulnar and radial sides of the wrist and elbow were collected. The root mean square (RMS), the peaks of the impact load, the amplitude of impact load attenuation (AC), and the jerk value (Jerk) were calculated. The cross-correlation coefficients and time delays of EMG–EMG, EMG–AC, and EMG–jerk were obtained using the cross-correlation method. The results showed that in the Eastern grip group (group E), the RMS of the flexor carpi ulnaris (FCU) was significantly greater than that in the Western grip group (group W). In group E, the peaks of impact load, AC, and Jerk on the Y axis of the wrist ulnar side were all significantly higher than those in group W. The activity of the extensor digitorum commonis (EDC) had significantly different effects on the amplitude and rate of impact load attenuation at specific locations in different grips, especially at the elbow (p < 0.05). The conclusion indicated that the FCU exhibited higher levels of EMG activity in the Eastern grip. This grip responded to greater impact loads with more substantial and rapid attenuation on the wrist ulnar side. Furthermore, the EDC appeared to contribute more to the amplitude of impact load attenuation in the Western grip and to have a more significant influence on the rate of impact load attenuation in the Eastern grip, especially at the elbow. These results suggest that tennis players and coaches should pay more attention to improving the strength of the EDC and FCU, which can improve sports performance and comfort, as well as prevent sports injuries.

Injury prevention and rehabilitation strategies in physical education: A machine learning-based approach using biomechanical characteristics

The field of sports biomechanics employs concepts from physics, biology, and engineering to investigate the mechanical characteristics of human motion and how they affect the body’s anatomy and functions. With the development of technology, sports biomechanics has emerged as a crucial component of sports medicine, training, and rehabilitation. To reduce the risk of injury and enhance athletic performance, sports biomechanics examines motions in sports in great length. The purpose of the study is to establish injury prevention and rehabilitation strategies for physical education (PE) teaching based on biomechanical characteristics. The early warning mode of sports injuries is recognized using advanced deep learning (DL) techniques, specifically resilient convolutional neural networks (RCNN). Biomechanical data from wearable sensors is used in this study to find trends related to sports-related injuries. A questionnaire survey of 228 students from various colleges was conducted. Individualized rehabilitation strategies will be provided to injured participants, taking into account their unique biomechanical deficiencies. These programs will be created in conjunction with physical therapists, and they will be updated in response to the patient’s progress toward recovery. The study found that their sports injuries were acute and chronic. This research demonstrated the treatment, prevention, and rehabilitation strategies of injuries in sports. The study emphasizes that biomechanical analysis is crucial for improving PE programs, which will eventually enhance students’ performance and overall health.

Research on the prevention of joint and muscle injuries in competitive sports by scientific sports—Table tennis as an example

Table tennis is the most popular sport among all people, which damages every joints of the body to a certain extent, and is an example of scientific sports analysis and popularization. Analyzing the causes of joint and muscle injuries in table tennis and seeking effective preventive measures can not only reduce the incidence of sports injuries, but also ensure that athletes keep a high level of competitive state in high-intensity and long-term training and competition to a certain extent, and prolong their sports life. From two aspects of traditional sports injury prevention measures and the design of a multi-data fusion management rehabilitation robot, the prevention of muscle injury in competitive sports has been studied in depth.

Exploring Machine Learning Applications in Sports Injury Prediction Analysis

Abstract: Injuries, particularly those resulting from repetitive strain on the body, pose a significant challenge in athletics, where prevention has traditionally relied on historical data and human expertise. Existing methods for injury prevention have struggled to achieve higher precision in practice. However, technological advancements now enable artificial intelligence (AI) and machine learning (ML) to emerge as promising tools for enhancing both injury mitigation and rehabilitation strategies. This article provides a detailed overview of recent ML advances applied to sports injury prediction and prevention. A comprehensive literature review was conducted using databases such as PubMed/Medline, IEEE/IET, and Science Direct, with additional resources from Ovid Discovery and Google Scholar, including a grey literature search. Focus was placed on studies published between 2017 and 2022, examining algorithms including K-Nearest Neighbor (KNN), K-means, decision trees, random forest, gradient boosting, AdaBoost, and neural networks. A total of 42 original research papers were reviewed and their findings summarized. While the current lack of open-source, standardized datasets and the reliance on dated regression models limit strong conclusions about ML’s real-world efficacy in sports injury prediction, addressing these challenges could enable the deployment of advanced ML architectures, thereby accelerating progress in this field and supporting the development of validated clinical tools.

The Characteristics of Sports Injuries in Adolescent Athletes according to Sports Specialization: A Preliminary Study

OBJECTIVES The purpose of this study is to investigate the characteristics of sports injuries in adolescent athletes according to sports specialization.METHODS One hundred and seventeen adolescent athletes including soccer, swimming, artery, weightlifting, modern pentathlon, and softball were recruited for this study, and a 12 questionnaire related to sports injuries was surveyed and analyzed.RESULTS The longer the period of sports specialization, the more frequent the number of sports injuries. Most sports injuries occur in the afternoon, but some adolescent athletes with long careers have had injuries in the early morning. Adolescent athletes with less than 3 years of careers had the highest incidence of sports injuries during match(52%), while those with 3 to 5 years (55%) of careers and more than 5 years (73%) of careers had the highest incidence of injuries during training. The main causes of sports injuries for athletes with less than 3 years of careers were poor skill (27%), overuse (25%), and lack of warm-up (23%). For adolescent athletes with 3 to 5 years of careers, the main causes were poor skill (31%), lack of warm-up (19%), and overuse(16%). 5 years or more of careers, the main causes were poor skill (35%), overuse (24%), and lack of warm-up (19%).CONCLUSIONS Adolescent athletes who are exposed to sports specialization early may be exposed to sports injuries due to intensive training, overuse, and poor skill according to the characteristics of the sport. Therefore, managers such as coaches and athletic trainers need to create a training environment to prevent sports injuries due to sports specialization of adolescent athletes.

Relationship Between Resiliency, Personality Traits, Athletic Identity, and Dynamic Balance and Functional Performance with the Occurrence of Sports Injuries in Female Bodybuilders

Background: Bodybuilding is a widely embraced physical activity pursued for health enhancement and fitness improvement. However, reports indicate a notable prevalence of sports injuries among bodybuilders. Objectives: This study aims to explore the correlation between resiliency, personality traits, athletic identity, dynamic balance of upper and lower limbs, and functional performance with the occurrence of sports injuries in female bodybuilders, addressing a gap in previous research on this specific population. Methods: This case-control study was conducted in Tehran from 2022 to 2023. Standardized questionnaires assessing personality traits, resiliency, athletic identity, and sports injuries, along with functional screening tests and the Y balance test for upper and lower limbs, were administered to 110 female bodybuilders (average age 36.8 ± 1.8). Results: The findings revealed that sports injuries are prevalent among female bodybuilders, with an average prevalence rate of 40.1%. The most commonly affected areas were the lower back (19.1%), knee (17.6%), and shoulder (14.7%). In terms of personality traits and resiliency, female bodybuilders with a history of injury exhibited higher mean scores in neuroticism, extraversion, openness to experience, and athletic identity compared to those without a history of injury (P < 0.05), while responsibility and resilience scores were significantly lower (P < 0.05). Moreover, the average scores of the lower limb Y balance test and FMS for female bodybuilders with a history of injury were significantly lower than those without a history of injury (P < 0.05). Conclusions: These findings suggest that athletic trainers and physiotherapists should consider these psychological and functional factors to help prevent sports injuries among female bodybuilders.

Developing a data-driven multimodal injury and illness prevention programme in male professional football based on a risk management model: the IP2 NetWork

BackgroundCurrent injury prevention programmes in football are limited by a one-size-fits-all approach, which predominantly focuses on preventive exercise programmes while ignoring differences in risk profiles between individuals and teams.ObjectiveTo address...

Immediate effects of electronic stimulation to the plantar foot on foot function and postural stability during landing.

Sports injuries often occur during landing, necessitating postural stability for injury prevention. Electrical stimulation of the plantar foot induces activities of the intrinsic foot muscles and improves somatosensory and postural stability during landing. However, this effect remains unclear. Therefore, the aim of this study was to investigate the immediate effects of electrical stimulation on the activities of the intrinsic foot muscles, plantar somatosensory system, and postural stability during landing. Twenty-two college athletes were divided into an electrical stimulation group and a control group. Electrical stimulation was applied to the plantar foot using a commercial device. The toe function and plantar tactile sensations were evaluated. The activities of the intrinsic muscles and the parameters of the ground reaction force were measured and calculated. We compared pre- and postintervention outcomes. In the electrical stimulation group, two subjects showed improvement in toe function, and plantar tactile sensation improved significantly postintervention. The control group exhibited no significant change in plantar tactile sensation. A significant interaction was observed in anteroposterior postural stability during landing, notably improving in the electrical stimulation group. Electrical stimulation of the plantar foot immediately improved toe function, plantar tactile sensation, and postural stability during landing. Such stimulation would be beneficial in preventing sports injuries.

Development of interprofessional educational module for understanding the musculoskeletal basis of sports injury

ABSTRACT Context: Interprofessional education (IPE) is crucial in promoting a better understanding of collaborative practices within the healthcare system. Unfortunately, healthcare professionals are still working in isolation. To address this issue, a study was conducted to develop a module-based teaching and learning activity focusing on sports injuries and to promote IPE. Aims: The aim of the study was to develop, implement, and evaluate an IPE module. Settings and Design: An educational mixed-method study was conducted on 25 facilitators and 108 students. Methods, Materials and Statistical Analysis: The facilitators were interviewed for an assessment of the need for the IPE module. Qualitative analysis was done on the interview data. An interprofessional team was created to develop the sports injury prevention module (SIPM). The SIPM consisting of 11 objectives was developed and validated by experts. After the implementation of SIPM students’ performance was analysed with the help of pre and post-tests. The perception of students and facilitators about IP SIPM were recorded with the help of questionnaires. Results: Need assessment data showed that the facilitators were not very familiar with the concept of IPE. There was a significant increase in students’ performance with a P value ≤ 0.05 after learning with SIPM. Both facilitators and students agreed that module-based IPE increases students’ attentiveness and learning. Conclusions: For effective interprofessional educational collaboration for training students of the healthcare profession, there is a need for an interprofessional educational module. SIPM can enhance the learning of musculoskeletal anatomy and create awareness about sports injuries among students.

Assessing the Benefits of Neuromuscular Training in Preventing Sports Injuries: A Physiotherapy Approach

Assessing the Benefits of Neuromuscular Training in Preventing Sports Injuries: A Physiotherapy Approach

A biomechanics research on drug therapy in the rehabilitation of sports training injuries

In the process of sports training and competition, if sports injury occurs, it not only has a serious impact on the physical and psychological of athletes, but also has a negative impact on the overall training and competition. During the competition, if effective treatment is not obtained, it can have an irreversible impact on athletes’ future participation in sports. Nowadays, many athletes lack knowledge on the prevention and treatment of sports injuries during physical exercise. Therefore, it is urgent to conduct research and analysis on the treatment methods for training injury rehabilitation. In this paper, the visual analogue scale (VAS) and cell landscape analysis technology were used to analyze and compare the therapeutic effects of platelet rich plasma (PRP) injection technology, diclofenac, indomethacin, Qili San and placebo tablets. Focusing on how these drugs promote rehabilitation by affecting mechanical parameters and tissue mechanical properties, it is concluded that PRP injection technique, diclofenac and indomethacin improve the treatment effect of pain after rehabilitation of sports injuries. The number of people who completely recovered with Indomethacin was 4 and that with placebo was 2. The results show that these drugs significantly improve the mechanical properties of the tissue and contribute to the rehabilitation process. This study has further explored the drug treatment of sports injury, explored several drug treatment mechanisms and efficacy and has guiding significance for subsequent drug treatment of sports injury.

New media's influence on college students' sports injury prevention and treatment skills

Based on the survey of the basic situation and causes of sports injuries among college students, a prevention and treatment plan for sports injuries was formulated in conjunction with new media intervention methods. The study found that: after three months of intervention experiments conducted through three terminals of the internet platform and two concentrated online classes, there was a certain degree of improvement in college students' ability to prevent and treat sports injuries.

The impact of maturation level, not chronological age, on attentional control: implications for sports injury prevention in female adolescents

BackgroundNon-contact injuries are highly prevalent among young athletes and occur particularly in situations that require fast decision making and divided attention. Administering relevant neurocognitive tests could help identify deficiencies in these cognitive abilities and thus potentially mitigate injury risk. However, processes such as selective attention and response inhibition might depend to some extent on the athlete’s maturation stage. We aimed to examine the effect of maturation on selective visual attention and response inhibition among adolescent volleyball players.MethodsIn this cross-sectional study, 52 female adolescents (age 12.3 ± 2.1 years) performed an Eriksen Flankers task. Participants were divided into subgroups based on their estimated adult stature, using the Khamis & Roche method: Pre-pubertal (PRE; n = 13, age: 9.9 ± 1.3), early-puberty (EPUB; n = 7, age: 10.5 ± 0.6), mid-puberty (MPUB; n = 8, age: 12.6 ± 0.8) and late puberty (LPUB; n = 24, age: 14.1 ± 0.9). Analyses of covariance (ANCOVA) were performed on congruent and incongruent reaction times (RT), with corresponding success rates (% correct responses) as covariate. Flanker interference effect was tested using ANOVA. Correlations were further examined between the dependent variables and participants’ chronological age.ResultsThere was a significant group effect, with PRE demonstrating longer RT compared with LPUB (P < 0.001) for both congruent and incongruent RT. Moderate negative correlations were observed between age and RT (Rp = -0.695, Rp = -0.614 for congruent and incongruent RT, respectively) and low positive correlations between age and incongruent success rate (Rs = 0.318). Low to moderate correlations were also observed within the LPUB group for RT (Rp = -0.431–-0.532) and success rate (negative Rs = -574 for congruent and positive Rs = 0.417 for incongruent). There were no group differences nor age associations with interference effect.ConclusionsOur findings indicate that information processing and selective visual attention are superior at late maturation compared with early maturation among female adolescents. The same cannot be said for response inhibition, which did not differ between maturation groups. Similar tendencies were observed with regards to chronological age, but not entirely explained by it. Maturation level, rather than chronological age, should guide practitioners during sport participation and injury prevention programs for young athletes, whose neurocognitive abilities are not yet fully developed, placing them at risk for non-contact injuries.

Retraction Note: Light imaging detection based on cluster analysis for the prevention of sports injury in tennis players

Retraction Note: Light imaging detection based on cluster analysis for the prevention of sports injury in tennis players

Retraction Note: Simulation of sports injury prevention and rehabilitation monitoring based on fiber optic sensors and machine learning algorithms

Retraction Note: Simulation of sports injury prevention and rehabilitation monitoring based on fiber optic sensors and machine learning algorithms

The Relationship between Training Load and Injury Risk in Basketball: A Systematic Review.

The relationship between training load and injury risk in basketball is an important area in sports injury prevention and performance enhancement; however, there is limited conclusive evidence of their associations. The aim of this systematic review was to examine the evidence of the relationship between training load and injury risk in basketball, which is one of the most common sports worldwide. This systematic review was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. A comprehensive literature search was conducted on the PubMed, SCOPUS, and Web of Science databases up until March 2024. The search aimed to identify studies that prospectively and/or retrospectively examined the relationship between training load and injury risk in basketball. Inclusion criteria were limited to studies published before February 2024. The quality of each study was assessed using the Newcastle-Ottawa Quality Assessment Scale and Oxford Centre for Evidence-Based Medicine levels of evidence. A narrative synthesis of the findings was performed. A total of 14 articles met the inclusion criteria and were included in the review. Of these, 11 studies reported at least partially statistically significant results, providing evidence of a relationship between training load and injury risk. In conclusion, the findings of this review suggest a clear relationship between training load and injury risk in basketball.

256 Bridging the Gap: Translating Sport Injury Prevention Research into Community-Level Practice

256 Bridging the Gap: Translating Sport Injury Prevention Research into Community-Level Practice

The Role of the ‘Exercise Science’ in Sports Injury Prevention and Rehabilitation

The Role of the ‘Exercise Science’ in Sports Injury Prevention and Rehabilitation