OBJECTIVES: We propose a multimodal model integrating social media text and image data for automated assessment of psychological stress in college students to support the development of intelligent mental health services in higher education institutions. METHODS: Based on deep learning technology, we designed an evaluation framework comprising a text sentiment modeling module, an image sentiment modeling module, and a multimodal fusion prediction module. Text sentiment features were extracted using Bi-LSTM, and image semantic cues were extracted via U-Net. A feature concatenation strategy was used to enable cross-modal semantic collaboration to achieve automatic identification of 3 psychological stress levels: mild, moderate, and severe. We constructed a multimodal annotated dataset using social platform data from 1577 students across multiple universities in Guangdong Province. After data cleaning, 252 samples were randomly selected for model training and testing. RESULTS: In the 3-classification task, the model demonstrated outstanding performance on the test set, and achieved an accuracy of 92.86% and an F1 score of 0.9276, exhibiting excellent stability and consistency. Confusion matrix analysis further revealed the model's ability to effectively distinguish between different pressure levels. CONCLUSIONS The multimodal psychological stress assessment model developed in this study effectively integrates unstructured social behavior data to enhance the scientific rigor and practical applicability of psychological state recognition, and thus provides support for developing intelligent psychological service systems.
Humans ; Stress, Psychological/diagnosis* ; Students/psychology* ; Universities ; Social Media ; Deep Learning

Postoperative delirium involves attention and cognitive impairment and is a common, serious and often fatal condition in the elderly.This review summarizes the definition, diagnosis, pathogenesis, risk factors, prevention and treatment of postoperative delirium in elderly patients with hip fractures.

Objective: To investigate the prevalence of postoperative delirium(PD)and its risk factors in patients aged 80 and over with hip fracture treated with total hip arthroplasty(THA). Methods: Clinical history and perioperative data of patients aged 80 years and over with hip fractures who underwent THA in our hospital from Sep.2017 to Mar.2019 were analyzed.Patients were divided into delirium group and non-delirium group.The prevalence of postoperative delirium of THA and its risk factors were analyzed by multiple Logistic regression. Results: A total of 90 patients were eligible for inclusion for this study.Of them, 27 patients(30.0%)were diagnosed as PD and 63(70.0%)did not experience PD.Multivariate stepwise Logistic regression analysis showed that a history of stroke(OR=17.702, 95%CI: 1.514-207.034, P=0.022), preoperative lower serum albumin(OR=1.524, 95%CI: 1.132-2.051, P=0.005), Mini-Nutritional Assessment short-form score(MNA-SF)(OR=1.481, 95%CI: 1.045-2.099, P=0.027)were independent risk factors for PD. Conclusions The prevalence of postoperative delirium of THA is higher in patients aged 80 years and over with hip fractures.Prevention and correction of risk factors, such as malnutrition, may help prevent the postoperative delirium.

Objective To investigate subacute exposure of airborne particulate matter (PM) on pregnancy and fetal development in female mice. Methods Forty female and forty male ICR adult mice group (A), small (B) , middle (C) , large (D) or overdose (E) PM challenge groups (n = 8 - 11), and were administered with 30 μl of phosphate buffered solution (A) or resuspended standard PM SRM 1649a at 0.09 (B), 0.52 (C), 1.85 (D) or 69.2 (E) μg/μl, once per trid from d 0 till d 19 of pregnancy via instillation onto the base of the tongue. Fetal mice were harvested by cesarean section at the time when spontaneous delivery occurred. Body weight of the pregnant mice, gestational days, intrauterine survival and growth, hepatic and pneumonic histopathological changes of the fetal mice were investigated. Lung/body and liver/body weight ratios were calculated. Expressions of mRNA and protein of CYP1A1 in the fetal lung and CYP1 A2 in the fetal liver were assayed. Results (1) All of the pregnant mice survived pregnancy throughout the entire experiment. Body weight of the pregnant mice was not significantly different among all the groups at gestational d 1 and 7 (P ＞ 0.05), but significantly lower in group E [(41.8 ± 5.8) and (48.9 ± 8.9) g] than in group A [(45.9 ± 1.8) and (56.2 ± 4.9) g] at gestational d 14 and 18 (P ＜0.05). The gestational days were significantly decreased in group E [(19.3 ± 1.3) d] when compared with group A [(20.5 ± 0.7) d; P ＜ 0.05] and were not significantly different among groups A, B, C and D (P ＞ 0.05). Lung/body and liver/body weight ratios of the fetal mice were significantly increased in group E [(1.21 ±0.18) and (4.68 ±0.21)%] as compared with groups A, B, C and D (P＜0.05). (2)Mortality rates of the fetuses were significantly higher in group E (23.0%) than in groups A (0.8%), B (0.9%), C (1.7%) and D (3.7%) (P ＜ 0.05), but were not significantly different among groups A,B, C and D (P ＞ 0.05) despite of an increasing tendency. (3) Pathological changes in the liver and lung of the fetuses were conspicuous in group E. The fetal liver injury was histopathologically evidenced by deranged tissue structure, degenerated parenchyma of hepatic cells, and mildly stained cytoplasm. Adipose degeneration was represented by clear-boundary intracytoplasmic vacuoles in most of the liver cells, and cell pyknosis with heavily stained cytoplasm was observed in some of the liver cells. Inflammatory cell infiltration and focal necrosis were occasionally found in the hepatic tissue. The fetal lung exhibited bronchiole with narrow lumina, vascular engorgement in the submucosal layer, interstitial and alveolar edema, thickened alveolar septum, granulocyte and lymphocyte infiltrations within the pulmonary alveoli and around the bronchioles. The above pathological changes were lesser in groups C and D, and were not or least found in groups A and B. (4) Protein expressions of CYP1A1 in the fetal lung and CYP1A2 in the fetal liver were significantly increased in group E (1.20 ± 0.40 and 2.55 ± 0.89) when compared with group A (0.77 ±0.36 and 2.08 ±0.31) (P ＜ 0.05). mRNA expressions of CYP1A1 in the fetal lung were significantly increased in groups C (0.36 ±0.12), D (0.41 ±0.08) and E (0.43 ±0.11) compared with group A (0.21 ±0.10), and significantly increased in groups D and E compared with group B (0.28 ±0.10,P＜0.05). mRNA expressions of CYP1 A2 in the fetal liver were significantly increased in groups C (0.37 ±0.13), D (0.36 ±0.14) and E (0.43 ±0.16) compared with group A (0.21 ±0.03), and significantly increased in group E compared with group B (0.24± 0.11, P ＜ 0.05). Conclusions PM elicited embryotoxigenicity and resulted in adverse pregnancy outcomes in mice by intrauterine exposure of overdose PM. The expressions of cancer-related genes CYP1A1 and CYP1A2 were up-regulated in organs after the middle- and large-dose subacute exposure of PM, which may have a potential role on the future development.

Objective To analyze the constituent and clinical features of the senile females who underwent surgery for gynecological tumors and traumatic diseases,so as to enhance the surgical safety and efficacy.Methods From Jan.2003 to Dec.2006,a total of 178 female patients,who were undergone surgery for gynecological tumors or traumatic diseases,were involved in present study,of whom the clinical data,the patients' constituent and pre-operative complications were retrospectively analyzed.The cases selected were allocated into two groups according to their age:the observation group included 116 patients with age ≥60,among them 86 cases were undergone operation for gynecological tumors and 30 cases for traumatic diseases;the control group included 62 patients with age of 40-50 and comparable parity and body weight,among them 54 cases were undergone operation for gynecological tumors and 8 cases for traumatic diseases.Results The number of the patients operated for gynecologic tumors remained the majority annually,whereas a yearly increase of traumatic diseases was noticed with 3.1 and 1.8 folds increasing in 2006 compared to that in 2003 and 2004,respectively(P