In order to realize the quantitative assessment of muscle strength in hand function rehabilitation and then formulate scientific and effective rehabilitation training strategies, this paper constructs a multi-scale convolutional neural network (MSCNN) - convolutional block attention module (CBAM) - bidirectional long short-term memory network (BiLSTM) muscle strength prediction model to fully explore the spatial and temporal features of the data and simultaneously suppress useless features, and finally achieve the improvement of the accuracy of the muscle strength prediction model. To verify the effectiveness of the model proposed in this paper, the model in this paper is compared with traditional models such as support vector machine (SVM), random forest (RF), convolutional neural network (CNN), CNN - squeeze excitation network (SENet), MSCNN-CBAM and MSCNN-BiLSTM, and the effect of muscle strength prediction by each model is investigated when the hand force application changes from 40% of the maximum voluntary contraction force (MVC) to 60% of the MVC. The research results show that as the hand force application increases, the effect of the muscle strength prediction model becomes worse. Then the ablation experiment is used to analyze the influence degree of each module on the muscle strength prediction result, and it is found that the CBAM module plays a key role in the model. Therefore, by using the model in this article, the accuracy of muscle strength prediction can be effectively improved, and the characteristics and laws of hand muscle activities can be deeply understood, providing assistance for further exploring the mechanism of hand functions .
Neural Networks, Computer ; Humans ; Hand Strength/physiology* ; Support Vector Machine ; Muscle Strength/physiology* ; Hand/physiology* ; Convolutional Neural Networks

Objective The study analyzed and identified the components in Shangketianshao Gel by LC-Q-TOF/MS.Methods The analysis was performed on Agilent Eclipse Plus C18(250 mm×4.6 mm,5 μm)column was applied with methanol and 0.1%formic acid as mobile phase for gradient elution,flow rate was 1 mL·min-1 and column temperature was 30℃.The analytes were determined by positive and negative ion modes with electro-spray ionization source,combined message of standard reference and the literature.Results 103 constituents were identified,all compounds were classified to their medicinal materials derivation.22 compounds from Paeoniae Radix Rubra,33 compounds from Rhei Radix et Rhizoma,20 compounds from Angelicae Dahuricae,23 compounds from Cortex Phellodendr and 14 compounds from Trichosanthes kirilowii Maxim.9 components were jointly owned.Conclusion The study provided a suitable way for Chemical fundamentals and quality control of Shangketianshao Gel and laid a foundation for in depth studies of its pharmacodynamics and the quality control.

Objective:To investigate the metabolic profile of fatty acids in elderly frail patients, and its value as a biomarker of frailty.Methods:Forty-nine older adults were recruited, of whom 19 were non-frail while 15 were in the pre-frail or frail phase.Targeted metabolomics was used to detect the serum levels of fatty acids, concerning 38 short-, medium-and long-chain fatty acids.Results:Metabolomics indicated elevated levels of 9 long-chain fatty acids in the serum of the elderly frail patients, with a 1.056-fold increase in the risk of fatigue for every 1 unit increase in the level of HOMO-γ-linolenic acid( OR=2.056, P=0.016). No metabolic differences were found between the pre-frail and non-frail groups.Three and seven long-chain fatty acids were negatively correlated with the grip strength and gait speed, respectively.The γ-linolenic acid was positively correlated with body mass index(BMI), percent body fat, visceral fat area and other indicators reflecting adipose tissue.However, no correlation was found between skeletal muscle, laboratory indicators or fatty acids.Five metabolic pathways were correlated with frailty, namely fatty acid biosynthesis, fatty acid metabolism, fatty acid elongation in mitochondria, linoleic acid metabolism and α-linolenic acid metabolism. Conclusions:Nine unsaturated fatty acids, including HOMO-γ-linolenic acid and γ-linolenic acid, may be potential biomarkers of frailty in the elderly.However, the value of fatty acid metabolomics for identifying pre-frail elderly people needs to be further investigated.

Background/Aims: Esophagogastric junction outflow obstruction (EGJOO) is characterized by elevated integrated relaxation pressure (IRP) and preserved esophageal peristalsis. The clinical significance of EGJOO is uncertain. This study aim to describe the clinical characteristics of these patients and to find out potential parameters to predict patients’ symptom outcome. Methods: Consecutive patients who received high-resolution manometry examination in our hospital in 2013-2019 and met the diagnostic criteria of EGJOO were retrospectively included. Motility and reflux parameters as well as endoscopy and barium esophagogram results were studied and compared. Patients were also followed up to record their treatment methods and symptom outcomes. Results: A total of 138 EGJOO (accounting for 5.2% of total patients taking high-resolution manometry examination in our hospital) patients were included. Only 2.9% of these patients had persistent dysphagia. A total of 81.8% of EGJOO patients had symptom resolution during follow-up. Patients with persistent dysphagia had significantly higher upright IRP (16.6 [10.3, 19.8] vs 7.8 [3.2, 11.5]; P = 0.026) than those without. Upright IRP can effectively distinguished patients with persistent dysphagia (area under curve: 0.826; P = 0.026) using optimal cut-off value of 9.05 mmHg. Conclusion EGJOO patients with persistent dysphagia and higher upright IRP (median > 9.05 mmHg) needs further evaluation and aggressive management.

Background/Aims: Esophagogastric junction outflow obstruction (EGJOO) is characterized by elevated integrated relaxation pressure (IRP) and preserved esophageal peristalsis. The clinical significance of EGJOO is uncertain. This study aim to describe the clinical characteristics of these patients and to find out potential parameters to predict patients’ symptom outcome. Methods: Consecutive patients who received high-resolution manometry examination in our hospital in 2013-2019 and met the diagnostic criteria of EGJOO were retrospectively included. Motility and reflux parameters as well as endoscopy and barium esophagogram results were studied and compared. Patients were also followed up to record their treatment methods and symptom outcomes. Results: A total of 138 EGJOO (accounting for 5.2% of total patients taking high-resolution manometry examination in our hospital) patients were included. Only 2.9% of these patients had persistent dysphagia. A total of 81.8% of EGJOO patients had symptom resolution during follow-up. Patients with persistent dysphagia had significantly higher upright IRP (16.6 [10.3, 19.8] vs 7.8 [3.2, 11.5]; P = 0.026) than those without. Upright IRP can effectively distinguished patients with persistent dysphagia (area under curve: 0.826; P = 0.026) using optimal cut-off value of 9.05 mmHg. Conclusion EGJOO patients with persistent dysphagia and higher upright IRP (median > 9.05 mmHg) needs further evaluation and aggressive management.

Objective:To construct a risk prediction score for the needs of coronary care unit (CCU) care in stable condition acute ST-segment elevation myocardial infarction (STEMI) patients who receive percutaneous coronary intervention (PCI) treatment.Methods:The clinical data of 805 STEMI patients who accepted PCI in the First Hospital of Jilin University from November 2017 to October 2018 were retrospectively analyzed. Among the patients, 654 patients from November 2017 to July 2018 were served as the modeling group, the patients with needs of CCU had 125 cases, and the patients without needs of CCU had 529 cases; 151 patients from August 2018 to October 2018 were served as the validation group, the patients with needs of CCU had 28 cases, and the patients without needs of CCU had 123 cases. Binary Logistic regression analysis was used to establish the risk prediction model and determine the score standards. The critical value was determined according to the best Youden index of receiver operating characteristic (ROC) curve.Results:Among 805 patients with STEMI, 153 cases (19.01%) had the needs of CCU, and the most common reason was pump failure (heart failure and cardiogenic shock, 113 cases). In the modeling group, age (60 to 74 years old, OR = 1.513, 95% CI 0.945 to 2.424, P = 0.085; ≥75 years old, OR = 2.740, 95% CI 1.371 to 5.478, P = 0.004), total ischemic time>4 h ( OR = 1.701, 95% CI 1.022 to 2.831, P = 0.041), admission shock index ≥0.8 ( OR = 1.910, 95% CI 1.178 to 3.099, P = 0.009), multi-vessel disease ( OR = 2.090, 95% CI 1.272 to 3.432, P = 0.004), preoperative diseased vessels thrombolysis in myocardial ischemia (TIMI) blood flow grade 0 ( OR = 2.099, 95% CI 1.313 to 3.353, P = 0.002), acute anterior myocardial infarction ( OR = 3.696, 95% CI 2.347 to 5.819, P<0.001) and previous history of stroke ( OR = 3.927, 95% CI 2.057 to 7.500, P<0.001) were independent risk factors for CCU needs in STEMI patients undergoing PCI. The scoring criteria were as followings: age<60 years old was given 0 score, 60 to 74 years old 1 score, ≥75 years old 2 score; total ischemic time>4 h in 1 score, admission shock index ≥0.8 2 scores, multi-vessel disease 2 scores, preoperative diseased vessels TIMI blood flow grade 0 2 scores, acute anterior myocardial infarction 3 scores, previous history of stroke 3 scores, and the total score was 15 scores. The patients with 0 to 6 scores were low-risk, and the patients with 7 to 15 scores were high-risk. ROC curve analysis result showed that, in modeling group, the area under curve (AUC) of risk prediction score for predicting the needs of CCU in STEMI patients was 0.740 (95% CI 0.692 to 0.788, P = 0.580); in validation group, the AUC of risk prediction score for predicting the needs of CCU in STEMI patients was 0.755 (95% CI 0.658 to 0.853, P = 0.755). Conclusions:A predictive risk score based on seven risk factors such as age, total ischemic time, admission shock index, multi-vessel disease, preoperative diseased vessels TIMI blood flow grade, acute anterior myocardial infarction and previous history of stroke is constructed in order to predict the needs of CCU in STEMI patients with stable condition who receive PCI treatment. It can be used to help doctors to identify high-risk patients before the admission to CCU, thus providing simple and practical clinical tool for rational allocation of limited CCU resources.

Objective:To explore the relationship between medical staff's engagement, perceived organizational support and turnover intention.Methods:In May 2019, 600 medical and nursing staff from a tertiary hospital in Tianjin were selected by random sampling method. The questionnaire survey was conducted by using Gallup Q12 questionnaire, perceived organizational support scale and turnover intention scale. The correlation between engagement, organizational support and turnover intention was analyzed by person correlation analysis and regression analysis, and multivariate stepwise linear analysis was used for multiple factor analysis Return.Results:the total average scores of engagement, sense of organizational support and turnover intention were (2.18±0.56) , (3.48±0.72) and (2.71±0.67) respectively. There was a positive correlation between engagement and perceived organizational support ( r=0.674, P<0.01) , and negatively correlated with turnover intention ( R=-0.416, -0.487, P<0.05) . The factors of turnover intention were engagement and organizational support (F=54.673, 81.558, P<0.01) . Perceived organizational support partially mediated the relationship between engagement and turnover intention ( P<0.01) . Conclusion:The engagement and organizational support of medical staff are related to turnover intention.

Objective:To explore the relationship between medical staff's engagement, perceived organizational support and turnover intention.Methods:In May 2019, 600 medical and nursing staff from a tertiary hospital in Tianjin were selected by random sampling method. The questionnaire survey was conducted by using Gallup Q12 questionnaire, perceived organizational support scale and turnover intention scale. The correlation between engagement, organizational support and turnover intention was analyzed by person correlation analysis and regression analysis, and multivariate stepwise linear analysis was used for multiple factor analysis Return.Results:the total average scores of engagement, sense of organizational support and turnover intention were (2.18±0.56) , (3.48±0.72) and (2.71±0.67) respectively. There was a positive correlation between engagement and perceived organizational support ( r=0.674, P<0.01) , and negatively correlated with turnover intention ( R=-0.416, -0.487, P<0.05) . The factors of turnover intention were engagement and organizational support (F=54.673, 81.558, P<0.01) . Perceived organizational support partially mediated the relationship between engagement and turnover intention ( P<0.01) . Conclusion:The engagement and organizational support of medical staff are related to turnover intention.

Pancreaticoduodenectomy is cumbersome and difficult to operate,with a long operative time and high risk of postoperative complications,thus it is one of the most complicated operations among general surgery.With the popularization and progress of minimally invasive techniques,minimally invasive pancreaticoduodenectomy (MIPD) has obtained a well developing.It has been confirmed that MIPD is noninferior or even superior to the traditional open pancreaticoduodenectomy in term of the feasibility,safety and effects of radical cure.However,the relevant conclusions are mostly from single-center retrospective studies,without high-quality evidence support.The authors has reviewed the recent research progress of MIPD in the indications and contraindications,safety,feasibility and tumor curative effect,and illustrated the current status and prospects of MIPD with clinical experience and related literature,contributing to the standardization of MIPD in China.

Abstract]? Objective? To investigate effects of calling and work engagement on the career success of nurses, and construct a three-variable relationship model to provide theoretical basis for nursing management of clinical nurses. Methods? From July to October 2018, a total of 320 nurses from 3 Class ⅢGrade A hospitals in Tianjin were selected by the convenience sampling method, and the Calling Scale, Gallup Q12 Employee Engagement Survey, and Career Success Scale were used to measure the three variables. Results? A total of 320 questionnaires were distributed in this study, and 300 valid questionnaires were returned. The Calling Scale score of 300 nurses was (3.52±0.77), the score of Gallup Q12 Questionnaire was (2.20±0.47), and the score of Career Success Scale was (3.19±0.68). Correlation analysis showed that nurses' calling, engagement and career success were positively correlated (P＜0.01). The path analysis model of work engagement as the mediator in the relationship between calling and career success showed that calling had direct predictive effect on career success, and the path coefficient was 0.41. Work engagement mediated the relationship between calling and career success, and the path coefficient was 0.18. Conclusions? Nursing managers should take various measures to improve the level of calling and work engagement of clinical nurses in order to promote their career success.