Fatigue driving is one of the leading causes of traffic accidents, posing a significant threat to drivers and road safety. Most existing methods focus on studying whole-brain multi-channel electroencephalogram (EEG) signals, which involve a large number of channels, complex data processing, and cumbersome wearable devices. To address this issue, this paper proposes a fatigue detection method based on frontal EEG signals and constructs a fatigue driving detection model using an asymptotic hierarchical fusion network. The model employed a hierarchical fusion strategy, integrating an attention mechanism module into the multi-level convolutional module. By utilizing both cross-attention and self-attention mechanisms, it effectively fused the hierarchical semantic features of power spectral density (PSD) and differential entropy (DE), enhancing the learning of feature dependencies and interactions. Experimental validation was conducted on the public SEED-VIG dataset. The proposed model achieved an accuracy of 89.80% using only four frontal EEG channels. Comparative experiments with existing methods demonstrate that the proposed model achieves high accuracy and superior practicality, providing valuable technical support for fatigue driving monitoring and prevention.
Humans ; Electroencephalography/methods* ; Automobile Driving ; Fatigue/diagnosis* ; Accidents, Traffic/prevention & control* ; Signal Processing, Computer-Assisted ; Neural Networks, Computer ; Algorithms ; Prefrontal Cortex/physiology*

Objective:To formulate the Guidelines for the Construction of Community Health Service Centers in Pudong New Area, Shanghai. Methods:This was a qualitative study. This study was divided into 2 stages. The first stage of the study was conducted from June to August 2023 and involved the heads of the General Affairs Departments of the 47 community health service centers in Pudong New Area. These individuals completed online questionnaires to compile a database on the current status of matching supply and demand resources in community health service centers in Pudong New Area. The second stage of the study run from September 2023 to August 2024. Firstly, the functional modules of China′s community health service centers would be clarified through a literature review. The construction scale and design requirements of similar institutions at home and abroad would be benchmarked, as well as practical experience. The results of Phase 1 research would then be combined to form the " Community Health Service Center Infrastructure Configuration Requirements and Design Suggestions (Draft)". Then, relevant experts were brought together to discuss the draft and form the " Community Health Service Center Infrastructure Configuration Requirements and Design Recommendations (Revised Version)". The experts involved in the discussion specialized in the study of infrastructure resource allocation for medical institutions. Finally, the medical and healthcare system managers, community health service center users, and relevant commissions and bureaus of Pudong New Area were consulted to further revise and finalize the Guidelines for the Construction of Community Health Service Centers in Pudong New Area, Shanghai. Results:The total floor area of community health service centers in Pudong New Area was 57% (31/55), the number of beds per 1 000 people was 14% (8/55), and the total number of beds was 10% (6/60). These figures showed that urgent upgrades and construction in accordance with the new standards were required. The final " Guidelines for the Construction of Community Health Service Centers" of Shanghai Pudong New Area comprised 15 chapters, covering topics from the macro construction scale, site selection and general plan to architectural design, structural design, water supply and sewage treatment, ventilation and air conditioning, electrical systems, informatics, medical gas supply, indoor design, signage, marking and fire protection, etc. The guidelines have been revised to incorporate the functional design of the 5 basic rooms, with a particular focus on the creating humanistic spaces and promoting digitalization. Particular attention was paid to creating humanistic spaces and improving ageing with digital applications. Conclusions:The Guidelines for the Construction of Community Health Service Centers in Pudong New Area of Shanghai have been successfully formulated. These guidelines can be used to guide the subsequent high-quality and standardized development of community health service centers.

This report evaluates the preliminary outcomes of a "six-in-one" integrated cough and asthma center developed under a dual-contract physician model at the Changfeng Community Health Service Center in Putuo District, Shanghai. By combining the efforts of family doctors and medical specialists, the center integrated six core functions-clinical treatment, prevention, nursing, rehabilitation, pharmacy, and nutrition-into a seamless management system covering screening, diagnosis, therapy, and follow-up. Supported by specialist guidance and teaching clinics, the model significantly enhanced comprehensive respiratory disease management capabilities within the community setting. The initiative not only improved patient health outcomes but also strengthened multidisciplinary collaboration and resource efficiency, offering a replicable example for improving chronic disease management in primary care through integrated and coordinated service delivery.

The aging trend is intensifying currently,but there is still a lack of standardized diagnosis and treat-ment schemes for severe infections in elderly people.This paper focuses on the recommendations for immune-related clinical diagnosis and treatment routes as well as the idea of risk stratified diagnosis and treatment for elderly peo-ple,aiming to effectively prevent infectious diseases in elderly people and perform stratified management through systematic and scientific means of immune function monitoring and regulation,so as to enhance the standardized level of diagnosis and treatment as well as clinical treatment effect of infection in elderly people.

Objective To analyze the factors influencing hospitalization costs of 1316 lung cancer patients in a tertiary traditional Chinese medicine hospital in Guangxi from 2020 to 2023,and to provide a reference for reducing hospitalization costs for lung cancer patients.Methods Data from the medical record home pages of 1316 patients with a primary diagnosis of lung cancer admitted to a tertiary traditional Chinese medicine hospital in Guangxi between January 1,2020,and December 31,2023,were retrieved.Descriptive statistics and multiple linear regression were used to analyze the hospitalization costs of lung cancer patients.Results The age of lung cancer patients was concentrated in the 45-64 years group(accounting for 53.80％),with a majority being male(59.57％).In the composition of hospitalization costs for lung cancer patients,Western medicine costs ac-counted for the largest proportion at 31.62％,while traditional Chinese medicine costs accounted for 9.70％.Multiple linear re-gression analysis showed that length of hospital stay,whether surgery was performed,whether a transfer between departments oc-curred,and ethnicity were influencing factors of hospitalization costs(P＜0.05).Conclusion The composition of hospitaliza-tion costs for lung cancer patients is unreasonable,and the proportion of medication costs needs optimization.Hospitalization costs for lung cancer patients can be reduced by controlling the length of hospital stay and strengthening screening and prevention efforts for middle-aged male populations to achieve early diagnosis and treatment.

Objective To analyze the factors influencing hospitalization costs of 1316 lung cancer patients in a tertiary traditional Chinese medicine hospital in Guangxi from 2020 to 2023,and to provide a reference for reducing hospitalization costs for lung cancer patients.Methods Data from the medical record home pages of 1316 patients with a primary diagnosis of lung cancer admitted to a tertiary traditional Chinese medicine hospital in Guangxi between January 1,2020,and December 31,2023,were retrieved.Descriptive statistics and multiple linear regression were used to analyze the hospitalization costs of lung cancer patients.Results The age of lung cancer patients was concentrated in the 45-64 years group(accounting for 53.80％),with a majority being male(59.57％).In the composition of hospitalization costs for lung cancer patients,Western medicine costs ac-counted for the largest proportion at 31.62％,while traditional Chinese medicine costs accounted for 9.70％.Multiple linear re-gression analysis showed that length of hospital stay,whether surgery was performed,whether a transfer between departments oc-curred,and ethnicity were influencing factors of hospitalization costs(P＜0.05).Conclusion The composition of hospitaliza-tion costs for lung cancer patients is unreasonable,and the proportion of medication costs needs optimization.Hospitalization costs for lung cancer patients can be reduced by controlling the length of hospital stay and strengthening screening and prevention efforts for middle-aged male populations to achieve early diagnosis and treatment.

The aging trend is intensifying currently,but there is still a lack of standardized diagnosis and treat-ment schemes for severe infections in elderly people.This paper focuses on the recommendations for immune-related clinical diagnosis and treatment routes as well as the idea of risk stratified diagnosis and treatment for elderly peo-ple,aiming to effectively prevent infectious diseases in elderly people and perform stratified management through systematic and scientific means of immune function monitoring and regulation,so as to enhance the standardized level of diagnosis and treatment as well as clinical treatment effect of infection in elderly people.

Objective:To formulate the Guidelines for the Construction of Community Health Service Centers in Pudong New Area, Shanghai. Methods:This was a qualitative study. This study was divided into 2 stages. The first stage of the study was conducted from June to August 2023 and involved the heads of the General Affairs Departments of the 47 community health service centers in Pudong New Area. These individuals completed online questionnaires to compile a database on the current status of matching supply and demand resources in community health service centers in Pudong New Area. The second stage of the study run from September 2023 to August 2024. Firstly, the functional modules of China′s community health service centers would be clarified through a literature review. The construction scale and design requirements of similar institutions at home and abroad would be benchmarked, as well as practical experience. The results of Phase 1 research would then be combined to form the " Community Health Service Center Infrastructure Configuration Requirements and Design Suggestions (Draft)". Then, relevant experts were brought together to discuss the draft and form the " Community Health Service Center Infrastructure Configuration Requirements and Design Recommendations (Revised Version)". The experts involved in the discussion specialized in the study of infrastructure resource allocation for medical institutions. Finally, the medical and healthcare system managers, community health service center users, and relevant commissions and bureaus of Pudong New Area were consulted to further revise and finalize the Guidelines for the Construction of Community Health Service Centers in Pudong New Area, Shanghai. Results:The total floor area of community health service centers in Pudong New Area was 57% (31/55), the number of beds per 1 000 people was 14% (8/55), and the total number of beds was 10% (6/60). These figures showed that urgent upgrades and construction in accordance with the new standards were required. The final " Guidelines for the Construction of Community Health Service Centers" of Shanghai Pudong New Area comprised 15 chapters, covering topics from the macro construction scale, site selection and general plan to architectural design, structural design, water supply and sewage treatment, ventilation and air conditioning, electrical systems, informatics, medical gas supply, indoor design, signage, marking and fire protection, etc. The guidelines have been revised to incorporate the functional design of the 5 basic rooms, with a particular focus on the creating humanistic spaces and promoting digitalization. Particular attention was paid to creating humanistic spaces and improving ageing with digital applications. Conclusions:The Guidelines for the Construction of Community Health Service Centers in Pudong New Area of Shanghai have been successfully formulated. These guidelines can be used to guide the subsequent high-quality and standardized development of community health service centers.

This report evaluates the preliminary outcomes of a "six-in-one" integrated cough and asthma center developed under a dual-contract physician model at the Changfeng Community Health Service Center in Putuo District, Shanghai. By combining the efforts of family doctors and medical specialists, the center integrated six core functions-clinical treatment, prevention, nursing, rehabilitation, pharmacy, and nutrition-into a seamless management system covering screening, diagnosis, therapy, and follow-up. Supported by specialist guidance and teaching clinics, the model significantly enhanced comprehensive respiratory disease management capabilities within the community setting. The initiative not only improved patient health outcomes but also strengthened multidisciplinary collaboration and resource efficiency, offering a replicable example for improving chronic disease management in primary care through integrated and coordinated service delivery.

To achieve non-invasive detection of hemoglobin concentration,a hemoglobin concentration detection method based on support vector regression is designed.A mathematical model for non-invasive hemoglobin detection is established based on the Beer-Lambert law.After removing the noise and baseline drift from the collected photoplethysmography signals,hemoglobin concentration information is extracted,and a recursive feature elimination algorithm is used to select the extracted information and eliminate redundant features.Finally,29 key features are identified as input to construct a hemoglobin prediction model using support vector regression algorithm.Experimental validation is conducted on 249 clinical data samples(199 cases in training dataset and 50 in test dataset),resulting in a root mean square error of 1.83 g/dL between predicted values and references,with a correlation coefficient of 0.75(P<0.01),demonstrating the high consistency of the proposed method and traditional invasive detection methods.