Conectar
This review aims to synthesize current knowledge on the incidence, characteristics and management of wounds and injuries among professional ice hockey athletes, with the specific focus on the emerging population of Chinese female players. An extensive literature search was conducted across several databases to gather data on injury patterns and wounds, causes, severity and prevention strategies in ice hockey. Special attention was given to studies involving female athletes and unique challenges faced by players in developing regions like China. The review also examined the impact of training modalities, protective equipment and medical interventions on injury rates. The findings reveal a significant seasonal fluctuation in wound incidence, with marked reduction following the preseason period. This trend underscores the effectiveness of adjusted training programmes and essential role of medical teams in injury prevention and rehabilitation. Analysis did not show significant difference in wound rates between technical and physical training sessions, suggesting that injuries are pervasive risk across all training activities. Skating, collisions and inadequate warm-ups were identified as the leading causes of wounds, highlighting areas for targeted preventive measures. The distribution of wounds across various body regions pointed to knee, lower back and wrist as the most vulnerable sites, necessitating focused protection and training adjustments. Ice hockey, particularly among female athletes in China, presents complex injury landscape characterized by the wide range of wounds. The study emphasizes the necessity of comprehensive, multidisciplinary approach to injury prevention that includes training modifications, enhanced protective gear and strategic medical oversight. By addressing the specific causes and patterns of injuries identified, stakeholders can better protect athletes from the inherent risks of the sport, promote safer play and extend career longevity.
Postoperative wound infections (PWIs) following open reduction and internal fixation (ORIF) for elbow fractures can significantly affect patient outcomes. Identifying associated risk factors is crucial for improving clinical practices and patient care. A retrospective analysis (June 2020–June 2023) at our institution involved 90 patients who underwent elbow ORIF. Thirty patients developed PWIs (case group), compared to 60 who did not (control group). Variables like anaemia, operation duration, hospital stay, blood loss, body mass index (BMI), age, hypoalbuminemia, smoking status, diabetes mellitus and open fractures were examined. Univariate and multivariate analyses determined the impact of these variables on PWI incidence, with statistical significance set at p < 0.05. The main pathogens identified were Escherichia coli among Gram-negative bacteria (59.46%) and Staphylococcus aureus among Gram-positive bacteria (40.54%). In the univariate analysis, hypoalbuminemia, anaemia, and lifestyle factors such as smoking showed higher prevalence in patients with PWIs. However, age and length of hospital stay did not significantly influence infection rates. The multivariate analysis further elucidated that anaemia, smoking, diabetes mellitus and open fractures were independent, significant predictors of PWIs. These findings highlight the complexity of factors influencing infection risk post-ORIF, underscoring the importance of both individual health conditions and surgical complications in patient outcomes. Anaemia, smoking, diabetes mellitus and open fractures significantly increase the risk of PWI after elbow ORIF. Early identification and management of these risk factors are imperative to reduce infection rates and improve postoperative recovery.
This study investigates the effects of comprehensive nursing interventions on wound pain in patients undergoing catheter insertion for peritoneal dialysis. Sixty patients who underwent catheter insertion for peritoneal dialysis from January 2021 to January 2023 at our hospital were selected as subjects and randomly divided into an experimental group and a control group using a random number table method. The control group received routine nursing care, while the experimental group was subjected to comprehensive nursing interventions. The study compared the impact of nursing measures on visual analogue scale (VAS), self-rating anxiety scale (SAS), self-rating depression scale (SDS) and nursing satisfaction between the two groups. The analysis revealed that on the third, fifth and seventh days post-intervention, the experimental group's wound VAS scores were significantly lower than those of the control group (p < 0.001). Furthermore, levels of anxiety and depression were markedly lower in the experimental group compared with the control group (p < 0.001). In addition, the nursing satisfaction rate was significantly higher in the experimental group than in the control group (96.67% vs. 73.33%, p = 0.011). This study indicates that the application of comprehensive nursing interventions in patients undergoing catheter insertion for peritoneal dialysis is highly effective. It can alleviate wound pain and negative emotions to a certain extent, while also achieving high patient satisfaction, thus demonstrating significant clinical value.
Caesarean section rate is increasing and postoperative wound infection is a major health-threatening complication after caesarean section (CS). The aim of this study was to evaluate the efficacy of Cefazolin at different time for post-caesarean delivery. The aim of this study was to compare the use of Cefazolin at different times on infections after CS. The time of antibiotic use in CS can be divided into two groups: before skin incision (SI) and after cord clamping (CC). In this study, 268 relevant articles were found in the database, and finally, 10 articles were analysed. This study included a total of 5256 cases of caesarean section. The data on wound infections, endometritis, urinary tract infections and fever were analysed. Perform an analysis of the data using RevMan 5.3. The results showed that cefazolin before SI reduced wound infection compared to after CC (odds ratio [OR], 0.51; 95% CI: 0.37–0.69; p < 0.0001). Cefazolin prophylactically used before SI reduce endometritis after CS compared to after CC (OR, 0.52; 95% CI: 0.35–0.77; p = 0.001). There was no significant difference in urinary tract infections after CS between cefazolin prophylactically used before SI and after CC (OR, 0.80; 95% CI: 0.50–11.28; p = 0.35). There was no significant difference in fever after CS between the prophylactic use of cefazolin before SI and after CC (OR, 0.60; 95% CI: 0.26–11.43; p = 0.225). Cefazolin before SI reduces wound infection and endometritis after CS.
Diabetic Foot Ulcers (DFUs) are a major complication of diabetes, often leading to amputation. Understanding the relationship between haematological inflammatory markers and the incidence of amputation in DFU patients with infectious complications is crucial for improving management and outcomes. This retrospective study, conducted from May 2020 to October 2022, involved 109 patients with DFUs, categorised into amputation (AM) and non-amputation (NAM) groups. Patients were evaluated for various factors, including demographic data, DFU duration, and blood parameters such as haemoglobin A1c (HbA1c), haemoglobin (Hb), albumin (ALB), white blood cell count (WBC), erythrocyte sedimentation rate (ESR), procalcitonin (PCT), C-reactive protein (CRP), platelet-to-lymphocyte ratio (PLR), neutrophil-to-lymphocyte ratio (NLR), and lymphocyte-to-monocyte ratio (LMR). Statistical analyses were performed using independent sample t-tests, Mann–Whitney U test and logistic regression. The univariate analysis showed no significant difference in BMI, DM duration or DFU duration between groups. However, significant differences were noted in PCT, Hb, ESR, ALB, HbA1c and WBC levels, and in inflammatory ratios (NLR, PLR and LMR). Multivariate logistic regression identified CRP, NLR and PLR as independent risk factors for amputation. The study highlights CRP, PLR and NLR as key independent risk factors for amputation in patients with DFUs. These easily obtainable markers from routine blood tests can effectively aid in predicting the risk of osteomyelitis and amputation, enhancing clinical decision making and patient care strategies.
The prevalence of surgical site infections (SSIs) following hip fracture surgery poses a substantial challenge, compounding patient morbidity and healthcare costs. This systematic review and meta-analysis investigate the potential correlation between perioperative urinary tract infections (UTIs) and the subsequent risk of SSIs, aiming to illuminate the impact of UTIs on postoperative outcomes in this vulnerable population. We followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, utilising the PICO framework to define our search strategy across PubMed, Embase, Web of Science and the Cochrane Library. Our inclusion criteria encompassed randomised controlled trials, cohort studies and case–control studies that reported on SSIs following hip fracture surgery in patients with UTIs. Quality was assessed using the Newcastle-Ottawa Scale, and heterogeneity was quantified using the I 2 statistic. A random-effects model was applied due to significant heterogeneity, and a sensitivity analysis assessed the stability of the results. Six studies met the inclusion criteria, demonstrating high methodological quality. The analysis included studies from 2016 to 2021, with sample sizes ranging from 402 to 31 621 participants. A significant association was found between UTIs and SSIs, with an odds ratio of 2.79 (95% CI: 1.72–4.54, p < 0.001). Sensitivity analysis confirmed the robustness of the results, and no publication bias was detected. Perioperative UTIs significantly increase the risk of SSIs in patients undergoing hip fracture surgery. Proactive treatment of UTIs may be crucial for reducing the incidence of SSIs and improving surgical outcomes in this demographic.
This study investigates the therapeutic potential of Qingre Huoxue Decoction (QHD), a traditional Chinese herbal formulation, in promoting wound healing in an imiquimod-induced murine model of psoriasis. The research was driven by the need for effective wound healing strategies in psoriatic conditions, where conventional treatments often fall short. Employing a combination of in vivo and in vitro methodologies, we assessed the effects of QHD on key factors associated with wound healing. Our results showed that QHD treatment significantly reduced the expression of angiogenic proteins HIF-1α, FLT-1, and VEGF, and mitigated inflammatory responses, as evidenced by the decreased levels of pro-inflammatory cytokines and increased expression of IL-10. Furthermore, QHD enhanced the expression of genes essential for wound repair. In vitro assays with HUVECs corroborated the anti-angiogenic effects of QHD. Conclusively, the study highlights QHD's efficacy in enhancing wound healing in psoriatic conditions by modulating angiogenic and inflammatory pathways, presenting a novel therapeutic avenue in psoriasis wound management.
Hip fracture surgeries are challenging, with postoperative pain management being a critical component of patient care. This systematic review and meta-analysis aimed to compare the effectiveness of Pericapsular nerve group block (PENGB) and fascia iliac compartment block (FICB) in postoperative wound pain management for patients undergoing hip fracture surgery. The study followed the PRISMA guidelines and was structured around the PICO framework. Comprehensive searches were conducted across PubMed, Embase, Web of Science, and the Cochrane Library. Inclusion criteria were limited to RCTs comparing the effectiveness of PENGB and FICB in adult patients undergoing hip fracture surgery. Key outcomes included pain control effectiveness, safety, and complication incidence. The quality of studies was assessed using the Cochrane Collaboration's risk of bias tool. Statistical heterogeneity was evaluated using I 2 statistics, and meta-analysis effect values were calculated using random-effects or fixed-effect models, depending on the degree of heterogeneity. The search identified 1095 articles, with 5 studies meeting inclusion criteria. The meta-analysis revealed that PENGB and FICB were comparable in managing postoperative pain and opioid consumption. However, PENGB significantly reduced the incidence of quadriceps muscle weakness (RR = 0.12, p < 0.05) and did not increase the risk of PONV (RR = 1.36, p = 0.51), suggesting its advantage in maintaining motor function without adding to PONV complications. No significant publication bias was detected. PENGB is comparable to FICB in pain and opioid consumption management after hip fracture surgeries. Its significant benefit lies in reducing the incidence of quadriceps muscle weakness, facilitating better postoperative mobility. Additionally, PENGB does not increase the risk of postoperative nausea and vomiting, underlining its suitability for comprehensive postoperative care in hip fracture patients.
This meta-analysis systematically evaluates the impact of thoracoscopic lobectomy on wound infection and complications in lung cancer patients. An extensive computerized search was conducted using PubMed, Embase, Google Scholar, Cochrane Library, China National Knowledge Infrastructure and Wanfang databases for studies comparing thoracoscopic lobectomy with open thoracotomy in the treatment of lung cancer, covering the period up to September 2023. Two researchers independently screened the literature, extracted data and assessed the quality according to predefined inclusion and exclusion criteria. Data analysis was performed using Stata 17.0 software. Ultimately, 21 studies involving 2118 lung cancer surgery patients were included. The analysis revealed that thoracoscopic lobectomy significantly reduced the incidence of wound infections (odds ratio [OR] = 0.22, 95% confidence interval [CI]: 0.13–0.37, p < 0.001) and complications (OR = 0.27, 95% CI: 0.21–0.36, p < 0.001) in lung cancer surgery patients, and also significantly shortened hospital stays (standardized mean difference = −2.07, 95% CI: −2.39 to −1.76, p < 0.001). This study indicates that compared with conventional open thoracotomy, thoracoscopic lobectomy in the treatment of lung cancer reduces the incidence of wound infections and complications and shortens hospital stays, demonstrating significant therapeutic efficacy and warranting broader clinical application.
This is a study assessing the effectiveness of staples versus sutures for closing incisions after total hip arthroplasty (THA). We searched all relevant literature up to July 2023, and after reading through the full text, we finally included 5 for analysis, with a total of 1084 cases who underwent total hip arthroplasty, of which 548 were closed with staples and 536 with sutures, and evaluated the risk of bias with the Cochrane Risk of Bias Assessment Tool, using the ratio of ratios (OR) and 95% confidence intervals (CI) to compare the effectiveness of staples and sutures in wound closure in total hip arthroplasty. The study found that the suture group was superior to the staple group in terms of superficial infection and incisional exudate; superficial infection (OR = 3.04, 95% CI: 1.14–8.07; p = 0.03, I 2 = 0%), incisional exudate (OR = 3.22, 95% CI: 1.84–5.65; p < 0.001, I 2 = 0%) and suture staples were superior to suture group in terms of closure time (WMD = −231.8 95% CI: −429.55 to −34.05; p = 0.02, I 2 = 100%). There was no remarkable distinction between the two groups in terms of deep infection, postoperative hospital, HWES score and patient's satisfaction, deep infection (OR = 1.24, 95% CI: 0.35–4.35; p = 0.74, I 2 = 0%), postoperative hospital (WMD = 2.50 95% CI: −2.25 to 7.25; p = 0.30, I 2 = 100%), HWES score (WMD = −0.38 95% CI: −0.52 to −0.24; p < 0.01, I 2 = 72%) and patient's satisfaction (WMD = −0.23 95% CI: −1.43 to 0.96; p = 0.70, I 2 = 94%); however, due to the small sample sizes of several studies included in this study, caution must be exercised when addressing their value.
This meta-analysis systematically evaluates the impact of negative-pressure wound therapy (NPWT) on surgical-site wound infection after vascular surgery. A comprehensive computerized search was conducted, from database inception to November 2023, in PubMed, Embase, Google Scholar, Cochrane Library, China National Knowledge Infrastructure, and Wanfang databases for randomized controlled trials (RCTs) on the application of NPWT in vascular surgery. Two researchers independently screened the literature, extracted data, and conducted quality assessments based on inclusion and exclusion criteria. Data analysis was performed using RevMan 5.4 software. A total of 11 RCTs involving 1597 vascular surgery patients were included. The analysis revealed that the application of NPWT in vascular surgery significantly reduced the incidence of wound infections (OR = 0.43, 95% CI: 0.32–0.58, p < 0.001) and complications (OR = 0.40, 95% CI: 0.27–0.58, p < 0.001). Additionally, NPWT was found to decrease the occurrence of both superficial wound infections (OR = 0.63, 95% CI: 0.36–1.12, p = 0.12) and deep wound infections (OR = 0.47, 95% CI: 0.19–1.16, p = 0.10), although these differences were not statistically significant. This study indicates that NPWT, compared with conventional treatment methods, has significant advantages in preventing postoperative wound infections and complications in vascular surgery patients and is therefore worthy of widespread clinical adoption.
This meta-analysis systematically evaluates the impact of the enhanced recovery after surgery (ERAS) concept on surgical site wound infections and postoperative complications in gastric cancer patients. A comprehensive computerized search was conducted in PubMed, Embase, Google Scholar, Cochrane Library, China National Knowledge Infrastructure and Wanfang databases for randomized controlled trials (RCTs), from database inception to November 2023, exploring the application of the ERAS concept in the perioperative period of gastric cancer surgery. Two researchers independently screened the literature, extracted data, and conducted quality assessments based on inclusion and exclusion criteria. Data analysis was performed using Stata 17.0 software. A total of 24 RCTs involving 2050 gastric cancer patients were included. The analysis revealed a significantly lower incidence of wound infections (OR = 0.23, 95% CI: 0.14–0.40, p < 0.001) and postoperative complications (OR = 0.20, 95% CI: 0.15–0.27, p < 0.001) in the ERAS group compared to the standard care group. This study demonstrates that the application of the ERAS concept during the perioperative period in gastric cancer surgery can effectively reduce the occurrence of wound infections and complications, thereby facilitating postoperative recovery.
Whether prophylactic abdominal drainage tube is routinely placed in patients after hepatobiliary surgery remains controversial. To evaluate the effect of prophylactic abdominal drainage tube placement after hepatobiliary surgery on postoperative infection. Randomized controlled trials on the placement of prophylactic abdominal drainage tube after hepatobiliary surgery were collected through a computerized search of PubMed, Embase, Conchrane Library and Web of Science databases, with a time range from the establishment of the database to August 2023. After two researchers independently screened the literature, extracted information, and evaluated the quality of the included studies. Finally, 13 studies were included, including 3620 patients, and the results showed that there was no statistically significant difference in postoperative infection rate between the drainage group (1840 patients and the non-drainage group [1783 patients] [relative risk, RR = 1.17, 95% confidence interval, CI: 0.94–1.47, p = 0.16]. Compared with the drainage group, the incidence of infectious abdominal fluid in the non-drainage group was lower (RR = 2.09, 95% CI: 1.57–2.80, p < 0.00001), and the incidence of postoperative bile leakage was lower (RR = 1.77, 95% CI: 1.27–2.47, p < 0.001) and shorter hospital stays after surgery (mean difference = 1.27, 95% CI: 0.32–2.22, p = 0.009). In conclusion, placing a prophylactic abdominal drainage tube after hepatobiliary surgery does not reduce postoperative infection rates compared with no drainage.
This meta-analysis systematically evaluates the impact of continuous nursing care interventions on wound infections and ulcerations in patients with diabetic foot. A comprehensive computerized search was conducted, from database inception to November 2023, in PubMed, Embase, Google Scholar, Cochrane Library, China National Knowledge Infrastructure, and Wanfang databases for randomized controlled trials (RCTs) examining the application of continuous nursing care in diabetic foot. Two researchers independently screened the literature, extracted data, and conducted quality assessments based on inclusion and exclusion criteria. Data analysis was performed using Stata 17.0 software. A total of 23 RCTs involving 1813 diabetic foot patients were included. The analysis revealed that, compared to standard care, the implementation of continuous nursing care significantly reduced the incidence of wound infections (OR = 0.22, 95% CI: 0.15–0.32, p < 0.001) and complications (OR = 0.19, 95% CI: 0.14–0.25, p < 0.001), as well as the occurrence of foot ulcers (OR = 0.21, 95% CI: 0.12–0.35, p < 0.001). This study demonstrates that the application of continuous nursing care in diabetic foot patients can effectively reduce the occurrence of wound infections, foot ulcers, and complications, thereby facilitating patient recovery.
This meta-analysis assesses the impact of Enhanced Recovery After Surgery (ERAS) protocols on surgical site wound infections (SSWIs) in urological procedures. Analysing data from 10 studies, our focus was on SSWI rates on the third and seventh postoperative days. The results reveal a significant reduction in SSWI rates for patients managed under ERAS protocols compared with traditional care. Notably, Figure 4 demonstrates a substantial decrease in SSWI on the third day (I 2 = 93%; random: standardized mean difference [SMD]: −6.25, 95% confidence interval [CI]: −7.42 to −5.05, p < 0.01), and Figure 5 mirrors this trend on the seventh day (I 2 = 95%; random: SMD: −4.72, 95% CI: −6.28 to −3.16, p < 0.01). These findings underscore the effectiveness of ERAS protocols in minimizing early postoperative wound infections, emphasizing their importance for broader implementation in urological surgeries.
In this article, we analysed the therapeutic efficacy of open radical prostatectomy (ORP) and minimally invasive surgery (MIS) after operation for the treatment of post-operation complications. In summary, because of the broad methodology of the available trials and the low number of trials, the data were limited. The investigators combined the results of six of the 211 original studies. We looked up 4 databases: PubMed, EMBASE, Web of Science and the Cochrane Library. A total of six publications were selected. The main result was the rate of post-operation wound complications. Secondary results were the time of operation and the duration of hospitalization. Our findings indicate that the minimal invasive operation can decrease the incidence of wound infections (OR, 0.61; 95% CI: 0.42,0.90, p = 0.01), bleeding (MD, −293.09; 95% CI: −431.48, −154.71, p < 0.0001), and length of stay in the hospital compared with open surgery (MD, −1.85; 95% CI: −3.52, −0.17, p = 0.03), but minimally invasive surgery increased patient operative time (MD, 51.45; 95% CI: 40.99, 61.92, p < 0.0001). Compared with the open operation, the microinvasive operation has the superiority in the treatment of the wound complications following the operation of radical prostatic carcinoma. But the operation time of the microinvasive operation is much longer. Furthermore, there is a certain amount of bias among the various studies, so it is important to be cautious in interpretation of the findings.
To date, we have reviewed the synthesis literature critically through four databases: PubMed, Embase, Cochrane Library and Web of Science. Eight relevant studies were examined after compliance with the criteria for inclusion and exclusion, as well as documentation quality evaluation. This report covered all randomised, controlled studies of total hip arthroplasty (THA) comparing the direct anterior approach (DAA) with the postero-lateral approach (PLA). The main result was surgical site infection rate. The secondary results were duration of the operation, length of the incision and VAS score after surgery. The results of the meta-analyses of wound infections in the present trial did not show any statistically significant difference in DAA versus PLA (between DAA and PLA) (OR = 1.42, 95%CI: 0.5 to 4.04, p = 0.51). Compared with PLA, DAA had shorter surgical incision (WMD = −3.2, 95%CI: −4.00 to −2.41; p < 0.001) and longer operative times(WMD = 14. 67, 95%CI: 9.24 to 20.09; p < 0.001). Postoperative VAS scores were markedly lower in DAA compared with PLA within 6 weeks of surgery (p < 0.05), with low heterogeneities(I 2 = 0). We found that DAA did not differ significantly from PLA in terms of the risk of wound infection for THA and that the surgical incisions was shorter and less postoperative pain after surgery, even though DAA surgery takes longer.
The purpose of this study was to compare the reconstructive outcomes of soft-tissue defects around foot and ankle with vaccum sealing drainage (VSD) or induction membrane (IM) of cement formation and attempt to provide an optimal strategy for elderly patients. A retrospective review of all continuous patients with foot and ankle reconstruction using different flaps from October of 2016 and October of 2020 was performed. Based on the different way, the patients were divided into two groups: VSD group (n = 26) and IM group (n = 27). Outcomes were assessed according to the size of the defect, frequency of debridement procedures, hospitalization time, duration of healing, the healing rate, major amputation rate, functional outcomes and complications. Immunohistochemistry (IHC) detection of vascular endothelial growth factor (VEGF) was also be completed. We found that there was no difference in demographic characteristics, size of the defect, debridement times and functional outcomes between the two groups (p > 0.05); however, a significant difference in the wound healing time, hospitalization time and complications were noted between them(p < 0.05). The fresh granulation tissue of both groups showed abundant positive expression of VEGF. Thus, the VSD and IM are both available for foot and ankle reconstruction in elderly patients. However, the IM group offers short hospitalization time, duration of healing and lower frequency of postoperative complications. Thus, we advocate the IM for reconstruction of defects of the foot and ankle region in the elderly patients.
The meta-analysis aims to evaluate and compare the sternal wound infections following internal mammary artery grafts for a coronary bypass. Examinations comparing bilateral internal mammary artery to single internal mammary artery for coronary artery bypass grafting were among the meta-analyses from various languages that met the inclusion criteria. Using dichotomous random- or fixed-effect models, the results of these investigations were examined, and the Odd Ratio (OR) with 95% confidence intervals (CIs) was computed. A total of 31 examinations from 2001 to 2023 were recruited for the current analysis including 181 503 personals with coronary artery bypass grafting. Bilateral internal mammary artery had significantly higher sternal wound infection (OR, 1.51; 95% CI, 1.37–1.68, p < 0.001), superficial sternal wound infection (OR, 1.72; 95% CI, 1.16–2.56, p = 0.007), deep sternal wound infection (OR, 1.62; 95% CI, 1.41–1.86, p < 0.001), sternal wound infection in diabetics (OR, 1.48; 95% CI, 1.16–1.90, p = 0.002), sternal wound infection in elderly (OR, 1.38; 95% CI, 1.22–1.57, p < 0.001), sternal wound infection in pedicled preparation (OR, 1.70; 95% CI, 1.30–2.23, p < 0.001) and sternal wound infection in skeletonized preparation (OR, 1.40; 95% CI, 1.09–1.81, p = 0.009) compared to single internal mammary artery in personals with coronary artery bypass grafting. Bilateral internal mammary artery grafting is linked to a higher risk of impaired wound healing, particularly in diabetic individuals, elderly, pedicled preparation, and skeletonized preparation. Nevertheless, caution should be exercised while interacting with its values since examinations were performed by different surgeons with different skills on different types of personals.
Surgical site infection (SSI) is one of the most common complications of posterior cervical surgery. It is difficult to diagnose in the early stage and may lead to severe consequences such as wound dehiscence and central nervous system infection. This retrospective study included patients who underwent posterior cervical surgery at The Second Affiliated Hospital and Yuying Childrens Hospital of Wenzhou Medical University from September 2018 to June 2022. We employed several machine learning methods, such as the gradient boosting (GB), random forests (RF), artificial neural network (ANN) and other popular machine learning models. To minimize the variability introduced by random splitting, the results underwent 10-fold cross-validation repeated 10 times. Five measurements were averaged across 10 repetitions with 10-fold cross-validation, the RF model achieved the highest AUROC (0.9916), specificity (0.9890) and precision (0.9759). The GB model achieved the highest sensitivity (0.9535) and the KNN achieved the highest sensitivity (0.9958). The application of machine learning techniques facilitated the development of a precise model for predicting SSI after posterior cervical surgery. This dynamic model can be served as a valuable tool for clinicians and patients to assess SSI risk and prevent it in clinical practice.
FreshRSS 