As a major challenge in the global field of critical care medicine, sepsis is associated with high morbidity and mortality, driving intensive research into the development of precise risk prediction models. Among these, machine learning and deep learning-based predictive models have garnered particular attention. This article systematically reviews the evolution of sepsis risk prediction models and the challenges associated with their clinical translation, with a focus on their clinical applicability in common septic complications, including acute kidney injury, encephalopathy, and coagulation disorders. Current evidence indicates that machine learning models, by integrating multidimensional dynamic data from electronic health records, significantly enhance early warning capabilities and individualized predictive performance. However, major bottlenecks limiting clinical translation include insufficient data standardization, lack of model interpretability, and inadequate external validation. Future research should prioritize multicenter collaboration, time-series modeling strategies, and explainable artificial intelligence frameworks to optimize clinical translation pathways and facilitate the paradigm shift from traditional empirical approaches to data-driven precision strategies in sepsis risk stratification.

Objective To investigate the efficacy of neoadjuvant chemotherapy combined with radical resection of cervical cancer in the treatment of stage IB2-ⅡB cervical cancer.Methods According to the treatment plan from October 2012 to October 2016 in the People′s Hospital of Luohu District of Shenzhen in 80 cases of stage IB2-II B cervical cancer patients were divided into observation group(n=43) and control group(n=37),the observation group was treated with neoadjuvant chemotherapy combined with radical surgery for cervical cancer,patients in the control group directly treated for radical resection of cervical cancer.Chemotherapy effect,operation time,intraoperative blood loss,postoperative pathological risk factor differences of two groups of patients were compared.Results (1)Evaluated the curative effect of neoadjuvant chemotherapy,squamous cell carcinoma group complete remission(CR) 4 cases,partial remission(PR) 22 cases,stable disease(SD),6 cases of disease progression(PD) in 0 cases,in adenocarcinoma group CR 1 cases,PR 3 cases,SD 5 cases,PD 2 cases of squamous cell carcinoma group adjuvant chemotherapy was significantly better than that of adenocarcinoma group,the difference was statistically significant(z=2.4968,P=0.0063).(2)The operation time((215±57) min) and intraoperative blood loss((682±145) ml) in the observation group were significantly lower than those in the control group(((259±62) min,(758±193) ml)),the difference was statistically significant(t=3.8780,2.2528,P=0.0002,0.0263).(3)The two groups of patients with ureteral fistula(P=0.5039),vesicovaginal fistula(P=0.3639),wound healing(P=0.5182),lower extremity deep venous thrombosis(P=0.4818) complications had no significant difference.(4)The positive rate of the observation group of lymph nodes(χ2=8.2005,P=0.0000),parametrial infiltration rate(χ2=8.1553,P=0.0000) was significantly lower than the control group,the difference was statistically significant.Two groups of patients with deep myometrial invasion rate(χ2=0.0991,P=0.7516),the incidence of cancer embolus(χ2=0.0130,P=0.9176) compared to no statistical significance.Conclusion The effect of neoadjuvant chemotherapy on cervical squamous cell carcinoma is better than that of adenocarcinoma.Compared with the direct for radical resection of cervical cancer,neoadjuvant chemotherapy combined with radical resection of cervical cancer patients for the treatment of stage IB2-ⅡB cervical cancer,operation time and blood loss are lower,node positive and parametrial invasion and postoperative pathologic risk factors in lymph node also can get better effect.

Objective To investigate the value of early?phase enhancement ratio combined with peripheral vascular diameter in the differential diagnosis of benign and malignant breast lesions using 3.0 T dynamic contrast?enhanced magnetic resonance imaging (DCE?MRI). Methods Sixty seven cases of patients (35 with malignant lesions and 32 with benign lesions in the breasts) were retrospectively analyzed. Their diagnoses were confirmed by surgery and pathology and all the patients underwent breast MRI plain scan and DCE?MRI in the two weeks before surgery. Lesion ROIs were drawn and time?signal intensity curves in the DCE?MRI were generated. Early?phase enhancement rate, time to peak, early?phase enhancement ratio, numbers of tumor vessel within 3 cm of the lesion and diameter of the largest vessel were recorded. Mann?Whitney U test was used to compare the difference of DCE?MRI between benign and malignant lesions, and the ROC curve was used to evaluate the efficiency of early?phase enhancement rate, early?phase enhancement ratio and vascular diameter in differentiating benign and malignant lesions. Results With breast malignant lesions, the medians of time to peak, early?phase enhancement rate, early?phase enhancement ratio, numbers of tumor vessel and vascular diameter were 2.2 s, 176.0%, 100.0%, 4 and 2.96 mm respectively, while with benign lesions of these parameters were 4.7 s, 113.3%, 81.9%, 0 and 0.00 mm respectively, and the differences were statistically significant (all P<0.05).When early?phase enhancement rate was used for differential diagnosis of breast benign and malignant lesions, the area under the ROC curve was 0.702 and the sensitivity and specificity were 82.86%and 56.25%with a threshold of 120.0%. When early?phase enhancement ratio was used, the area under the ROC curve was 0.854 and the sensitivity and specificity were 94.29% and 68.75% with a threshold of 86.0%. When peripheral vascular diameter was used, the area under the ROC curve was 0.896 and the sensitivity and specificity were 74.29%and 84.38% with a threshold of 2.78 mm. When early?phase enhancement ratio was combined with peripheral vascular diameter, the area was 0.925 and the sensitivity and specificity were 97.14% and 62.50%. Conclusion In the differential diagnosis of benign and malignant breast lesions under DCE?MRI, early?phase enhancement ratio combining with peripheral vascular diameter has improved sensitivity.

Objective To evaluate the effects of hyperbaric oxygen (HBO) combined with drug therapy on patients with delayed encephalopathy caused by carbon monoxide poisoning ( COP). Methods Twenty to forty sessions of HBO therapy were used to treat 34 COP patients. Assessment relied on 99mTc-ethyl cysteinate dimer (~(99m)Tc-ECD) single photon emission computed tomography (SPECT) imaging of cerebral perfusion before and after treatment. Results After HBO therapy, cerebral perfusion in the COP patients improved significantly. There was a significant difference of the SPECT images before and after treatment. Conclusions SPECT imaging of cerebral perfusion can play an important role in the diagnosis of delayed encephalopathy caused by carbon monoxide poisoning, and it can be used for the therapeutic surveillance of HBO treatment.

Objective To investigate the routes and MR imaging manifestations of meningeal involvement by nasopharyngeal carcinoma (NPC) with pathological correlation. Methods Twenty five NPC patients with involvement of meninges were included into the study. All patients underwent both unenhanced and Gd DTPA enhanced MR imaging examinations. Surgical and pathological findings were correlated with MR imaging manifestations in 9 patients. Positive cytology was found in only 1 of the 25 patients. Results There were three main routes for meningeal involvement in NPC patients: (1).through the natural bony channels (foramens) of the skull base; (2).through direct bony erosion of the skull base; and (3).Through hematogenous spread. Dura mater was very frequently involved, being seen in 24 patients; pia mater was involved in only one patient. Irregular, patchy thickening in the form of “necklace”, nodules, or mass with obvious enhancement was the major MR feature of meningeal involvement by NPC. In one patient with choroid plexus involvement, dilatation of the lateral ventricles, subependymal nodules with patchy thickening were observed. Conclusion MR imaging with Gd DTPA enhancement was very useful to demonstrate the presence, location and extent of meningeal involvement in NPC patients.