The processing mechanism of the human brain for speech information is a significant source of inspiration for the study of speech enhancement technology. Attention and lateral inhibition are key mechanisms in auditory information processing that can selectively enhance specific information. Building on this, the study introduces a dual-branch U-Net that integrates lateral inhibition and feedback-driven attention mechanisms. Noisy speech signals input into the first branch of the U-Net led to the selective feedback of time-frequency units with high confidence. The generated activation layer gradients, in conjunction with the lateral inhibition mechanism, were utilized to calculate attention maps. These maps were then concatenated to the second branch of the U-Net, directing the network's focus and achieving selective enhancement of auditory speech signals. The evaluation of the speech enhancement effect was conducted by utilising five metrics, including perceptual evaluation of speech quality. This method was compared horizontally with five other methods: Wiener, SEGAN, PHASEN, Demucs and GRN. The experimental results demonstrated that the proposed method improved speech signal enhancement capabilities in various noise scenarios by 18% to 21% compared to the baseline network across multiple performance metrics. This improvement was particularly notable in low signal-to-noise ratio conditions, where the proposed method exhibited a significant performance advantage over other methods. The speech enhancement technique based on lateral inhibition and feedback-driven attention mechanisms holds significant potential in auditory speech enhancement, making it suitable for clinical practices related to artificial cochleae and hearing aids.
Humans ; Attention/physiology* ; Speech Perception/physiology* ; Neural Networks, Computer ; Speech ; Noise ; Feedback

In order to meet the need of autonomous control of patients with severe limb disorders, this paper designs a nursing bed control system based on motor imagery-brain computer interface (MI-BCI). In view of the low decoding performance of cross-subjects and the dynamic fluctuation of cognitive state in the existing MI-BCI technology, the neural network structure optimization and user interaction feedback enhancement are improved. Firstly, the optimized dual-branch graph convolution multi-scale neural network integrates dynamic graph convolution and multi-scale convolution. The average classification accuracy is higher than that of multi-scale attention temporal convolution network, Gram angle field combined with convolution long short term memory hybrid network, Transformer-based graph convolution network and other existing methods. Secondly, a dual visual feedback mechanism is constructed, in which electroencephalogram (EEG) topographic map feedback can improve the discrimination of spatial patterns, and attention state feedback can enhance the temporal stability of signals. Compared with the single EEG topographic map feedback and non-feedback system, the average classification accuracy of the proposed method is also greatly improved. Finally, in the four classification control task of nursing bed, the average control accuracy of the system is 90.84%, and the information transmission rate is 84.78 bits/min. In summary, this paper provides a reliable technical solution for improving the autonomous interaction ability of patients with severe limb disorders, which has important theoretical significance and application value.
Humans ; Brain-Computer Interfaces ; Deep Learning ; Electroencephalography ; Feedback, Sensory ; Neural Networks, Computer ; Beds

OBJECTIVES: Pyroptosis plays a critical role in tubulointerstitial lesions of diabetic kidney disease (DKD). Annexin A2 (ANXA2) is involved in cell proliferation, apoptosis, and adhesion and may be closely related to DKD, but its specific mechanism remains unclear. This study aims to investigate the role and molecular mechanism of ANXA2 in high glucose-induced pyroptosis of renal tubular epithelial cells, providing new targets for DKD prevention and treatment. METHODS: Human renal tubular epithelial HK-2 cells were divided into a normal glucose group (5.5 mmol/L), a high glucose group (30.0 mmol/L), and a osmotic control group (24.5 mmol/L mannitol+5.5 mmol/L glucose). ANXA2 expression was modulated by overexpression of plasmids and small interfering RNA (siRNA). Cell proliferation was measured by 5-ethynyl-2'-deoxyuridine (EdU) assay, apoptosis by flow cytometry, and ANXA2, p50, and p65 subcellular localization by immunofluorescence. Western blotting was employed to detect α-smooth muscle actin (α-SMA), fibronectin (FN), and collagen type IV (Col-IV). Real-time fluorescence quantitative PCR (RT-qPCR) and Western blotting were used to analyze nuclear factor-κB (NF-κB) subunits p50/p65 and the pyroptosis pathway factors NLR family Pyrin domain containing 3 (NLRP3), caspase-1, inferleukin (IL)-1β, and IL-18. Protein interactions between ANXA2 and p50/p65 were examined by co-immunoprecipitation, while chromatin immunoprecipitation (ChIP) and dual-luciferase reporter assays were used to examine NF-κB binding to the ANXA2 promoter. RESULTS: High glucose upregulated ANXA2 expression and promoted its nuclear translocation (P<0.01). High glucose reduced cell proliferation, increased apoptosis, and elevated α-SMA, FN, and Col-IV expression (all P<0.05); ANXA2 overexpression aggravated these effects (all P<0.05), while ANXA2 knockdown reversed them (all P<0.05). High glucose activated NF-κB and increased NLRP3, caspase-1, L-1β, and IL-18 mRNA and protein expression (all P<0.05); ANXA2 overexpression further enhanced this, whereas knockdown suppressed NF-κB activation and downstream factors (all P<0.05). Co-immunoprecipitation confirmed ANXA2 directly binds the NF-κB subunit p65. ChIP assays revealed p65 binds specifically to ANXA2 promoter regions (ChIP-2, ChIP-4, and ChIP-6), and luciferase activity in corresponding mutant constructs (M2, M4, and M6) was significantly increased versus controls (all P<0.05), confirming positive transcriptional regulation of ANXA2 by p65. CONCLUSIONS ANXA2 and NF-κB form a positive feedback loop that sustains NLRP3 inflammasome activation, promotes pyroptosis pathway activation, and aggravates high glucose-induced renal tubular epithelial cell injury. Targeting ANXA2 or blocking its interaction with p65 may be a novel strategy to slow DKD progression.
Humans ; Pyroptosis/drug effects* ; Annexin A2/physiology* ; Epithelial Cells/cytology* ; Kidney Tubules/cytology* ; Glucose/pharmacology* ; Diabetic Nephropathies/metabolism* ; NF-kappa B/metabolism* ; Cell Line ; Cell Proliferation ; Transcription Factor RelA/metabolism* ; Feedback, Physiological

The road to publication can seem long and daunting. Further, access to published work is often limited to larger institutions that can afford expensive journal subscription fees. Gold open-access publications aimed to change the landscape of evidence-based science, allowing papers to be widely accessible without a subscription, often requiring an article processing fee paid by the author or institution. Regardless of the access model, reputable journals are expected to adhere to the publishing code of ethics and provide transparency in the peer review process. While the latter can significantly increase the length of processing time through multiple revisions, editors and peer reviewers provide expert opinions and valuable feedback, thereby safeguarding the integrity of the journal and the scientific process.
Publishing ; Codes of Ethics ; Feedback

Client feedback is an integral part of the health care system’s quality and effectiveness. In health care operations, it is paramount as it serves as a vital tool for continuous improvement, ensuring patient-centric care delivery, and fostering trust and accountability within the health care system. Client feedback helps shape up new and existing policies and is, therefore, highly valued, considered, and acted upon. In health care institutions such as the Southern Philippines Medical Center (SPMC), incorporating client feedback into policy-making enhances health care operations and aligns services with patient needs and institutional goals. In SPMC, the Hospital Client Experience Survey is the primary feedback mechanism by which clients, both internal and external, can voice their opinions, concerns, and suggestions regarding its personnel, processes, and structure. Through directives from the Anti-Red Tape Authority (ARTA)1 and the Department of Health (DOH),2 SPMC uses the Hospital Client Experience Survey Tool (HCES) to enhance service delivery. Public Assistance and Complaints Desk (PACD) Officers conduct monthly surveys across 200 hospital areas. Each area expects 5 to 30 responses, based on a calculation by the HCES Online Report Generator (ORG). PACD officers actively engage staff within their designated areas, encouraging their participation in survey distribution per transaction and motivating clients to provide feedback during specified survey days. Highlighting the significance of these surveys, PACD Officers emphasize the invaluable insights gained from diverse client responses, which ultimately shape and validate the impact of service delivery initiatives within the hospital. At the end of each quarter, PACD officers analyze data using the HCES-ORG, collate comments and commendations, verify the accuracy of HCES results, and then post them for viewing by the different departments within the institution. Exceptional staff commendations are documented in the quarterly HCES results publication, prominently displayed within the hospital. These commendations contribute to individual performance evaluations. If a staff member receives negative feedback on the HCES form, their unit manager receives a photocopy of the form and may implement disciplinary action or enroll the staff in customer service seminars hosted by the Professional Education and Training Department (PETD). Consistent negative feedback over three consecutive months may trigger appropriate improvement plans or corrective actions among individual staff or even entire departments. The infographic displays the reports from the HCES for the first to the fourth quarters of 2023. Clients’ feedback comprises three domains: personnel, processes, and structures. Personnel covers attitude and character, processes involve system and organization, and structures include facilities and equipment. The feedback includes both positive and negative comments, with recommendations also identified. The HCES consists of statements rated on a scale from 1 (strongly disagree) to 5 (strongly agree). For this infographic, we computed the mean satisfaction scores for each domain and the proportion of clients who reported satisfaction with the service and timeliness of service they received. To summarize the recommendations from the HCES, we utilized the artificial intelligence (AI) chatbot-powered search engine Perplexity AI. We uploaded the recommendations in spreadsheet format and prompted Perplexity AI to "Summarize, in bullets, the recommendations into three categories: personnel, process, and structure," and then to "Count the times each of those summarized comments were mentioned in the file." We used the response of Perplexity AI to illustrate the results as a word cloud, with the sizes of the words in the cloud proportional to the frequency of mentions. In the HCES, the most frequently mentioned suggestion was to provide additional staff. Other suggestions included maintaining clean and functional restrooms, and improving overall cleanliness and sanitation. Infrastructure-related suggestions focused on better ventilation, air conditioning or fans, expanding wards and watchers’ areas, adding more hospital beds and chairs, ensuring a consistent water supply, and providing necessary diagnostic and therapeutic equipment and medicines. Process-related recommendations focused on reducing service delivery turnaround time, prioritizing senior citizens, PWD, and pregnant patients, improving billing and laboratory services, optimizing operation scheduling, and enhancing staff communication and coordination between and among offices. Personnel-related suggestions included improving staff interaction with patients, providing staff training, ensuring staff safety, and performing diligent patient checks. Client feedback helps SPMC retain positive responses, optimize health care delivery, and serve clients better through ongoing renovations, reorganizations, and transformations, affirming its vision of quality service.
Feedback ; Patient-Centered Care

OBJECTIVES: To determine the impact of scenario-based lecture and personalized video feedback on anesthesia residents' communication skills during preoperative visits. METHODS: A total of 24 anesthesia residents were randomly divided into a video group and a control group. Residents in both groups took part in a simulated interview and received a scenario-based lecture on how to communicate with patients during preoperative visits. Afterwards, residents in the video group received personalized video feedback recorded during the simulated interview. One week later all the residents undertook another simulated interview. The communication skills of all the residents were assessed using the Consultation and Relational Empathy measure (CARE) scale by two examiners and one standardized patient (SP), both of whom were blinded to the group allocation. RESULTS: CARE scores were comparable between the two groups before training, and significantly improved after training in both groups (all P < 0.05). The video group showed significantly greater increase in CARE score after the training than the control group, especially assessed by the SP (t = 6.980, P <0.001). There were significant correlations between the examiner-assessed scores and SP-assessed scores (both P = 0.001). CONCLUSIONS Scenario-based lectures with simulated interviews provide a good method for training communication skills of anesthesia residents, and personalized video feedback can enhance their performance on showing empathy during preoperative interview.
Humans ; Internship and Residency ; Empathy ; Communication ; Anesthesiology/education* ; Male ; Female ; Adult ; Video Recording ; Feedback ; Clinical Competence

BACKGROUND: Excessive proliferation and migration of vascular smooth muscle cells (VSMCs) are the main causes of restenosis (RS) in diabetic lower extremity arterial disease (LEAD). However, the relevant pathogenic mechanisms are poorly understood. METHODS: In this study, we introduced a "two-step injury protocol" rat RS model, which started with the induction of atherosclerosis (AS) and was followed by percutaneous transluminal angioplasty (PTA). Hematoxylin-eosin (HE) staining and immunohistochemistry staining were used to verify the form of RS. Two-step transfection was performed, with the first transfection of Lin28a followed by a second transfection of let-7c and let-7g, to explore the possible mechanism by which Lin28a exerted effects. 5-ethynyl-2΄-deoxyuridine (EdU) and Transwell assay were performed to evaluate the ability of proliferation and migration of VSMCs. Western blotting and quantitative real-time polymerase chain reaction (qRT-PCR) were performed to detect the expression of Lin28a protein and let-7 family members. RESULTS: Using a combination of in vitro and in vivo experiments, we discovered that let-7c, let-7g, and microRNA98 (miR98) were downstream targets of Lin28a. More importantly, decreased expression of let-7c/let-7g increased Lin28a, leading to further inhibition of let-7c/let-7g. We also found an increased level of let-7d in the RS pathological condition, suggesting that it may function as a protective regulator of the Lin28a/let-7 loop by inhibiting the proliferation and migration of VSMCs. CONCLUSION These findings indicated the presence of a double-negative feedback loop consisting of Lin28a and let-7c/let-7g, which may be responsible for the vicious behavior of VSMCs in RS.
Rats ; Animals ; Down-Regulation ; MicroRNAs/metabolism* ; Feedback ; Cell Proliferation/genetics* ; Atherosclerosis

To explore the role of forkhead box protein O1 (FOXO1) in the progression of glioblastoma multiforme (GBM) and related drug resistance, we deciphered the roles of FOXO1 and miR-506 in proliferation, apoptosis, migration, invasion, autophagy, and temozolomide (TMZ) sensitivity in the U251 cell line using in vitro and in vivo experiments. Cell viability was tested by a cell counting kit-8 (CCK8) kit; migration and invasion were checked by the scratching assay; apoptosis was evaluated by terminal deoxynucleotidyl transferase dUTP nick-end labeling (TUNEL) staining and flow cytometry. The construction of plasmids and dual-luciferase reporter experiment were carried out to find the interaction site between FOXO1 and miR-506. Immunohistochemistry was done to check the protein level in tumors after the in vivo experiment. We found that the FOXO1-miR-506 axis suppresses GBM cell invasion and migration and promotes GBM chemosensitivity to TMZ, which was mediated by autophagy. FOXO1 upregulates miR-506 by binding to its promoter to enhance transcriptional activation. MiR-506 could downregulate E26 transformation-specific 1 (ETS1) expression by targeting its 3'-untranslated region (UTR). Interestingly, ETS1 promoted FOXO1 translocation from the nucleus to the cytosol and further suppressed the FOXO1-miR-506 axis in GBM cells. Consistently, both miR-506 inhibition and ETS1 overexpression could rescue FOXO1 overactivation-mediated TMZ chemosensitivity in mouse models. Our study demonstrated a negative feedback loop of FOXO1/miR-506/ETS1/FOXO1 in GBM in regulating invasiveness and chemosensitivity. Thus, the above axis might be a promising therapeutic target for GBM.
Animals ; Mice ; Brain Neoplasms/genetics* ; Cell Line, Tumor ; Cell Proliferation ; Drug Resistance, Neoplasm ; Feedback ; Gene Expression Regulation, Neoplastic ; Glioblastoma/metabolism* ; MicroRNAs/metabolism* ; Temozolomide/therapeutic use* ; Humans ; Forkhead Box Protein O1/metabolism*

As an important auxiliary tool for amputees to gain abled limb functions, prosthetic limbs with decoration or feedforward control channel could not meet the needs. In order to enable the prosthesis to deliver the information, includes temperature, pressure, position, shape and so on, a variety of sensory feedback methods have been integrated into the prosthesis. According to the position of the feedback terminal on the human body, the perceptual feedback systems include invasive and noninvasive sensory feedback. This review presents the research progress of these perceptual feedback techniques, and summarizes the problems in the application in artificial limbs. Finally, the development trend of sensory feedback technology in prostheses is prospected.
Amputees ; Artificial Limbs ; Feedback, Sensory ; Humans ; Prosthesis Design ; Technology

The subpulmonary ventricular exclusion (Fontan) could effectively improve the living quality for the children patients with a functional single ventricle in clinical. However, postoperative Fontan circulation failure can easily occur, causing obvious limitations while clinically implementing Fontan. The cavopulmonary assist devices (CPAD) is currently an effective means to solve such limitations. Therefore, in this paper the
Algorithms ; Child ; Feedback ; Heart-Assist Devices ; Hemodynamics ; Humans ; Models, Cardiovascular