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Objective: This study aims to investigate the practical application of "Internet + technology" leveraging medical big data to enhance the development of a smart hospital platform. Specifically, the focus is on optimizing patient care processes, refining medical data management systems, and enhancing operational efficiency within the hospital setting. Methods: With the help of traditional Internet and mobile Internet technology, we analyzed the patient behavior big data accumulated in our hospital for many years, simplified the diagnosis and treatment links, refined the service connotation, and improved patient satisfaction before, during and after diagnosis; With the help of barcode, RFID and 5G networks, the links that are easy to produce medical security incidents can be monitored to improve medical quality, such as digital operating room system, establishment of multidisciplinary consultation center (MDT), electronic medical record system based on digital signature, etc.; Integrate the existing data of human resources, equipment and consumables, drugs, general supplies and finance, establish the hospital ERP system, introduce BI, and realize the dynamic monitoring of revenue and cost; Artificial intelligence technologies such as natural language processing (NLP) and machine learning are used to extract, clean, transform and analyze a large number of hospital medical information data to form a medical data platform, which can assist the hospital knowledge base to be applied in diagnosis and treatment, clinical research, clinical medicine, clinical medicine and other fields. The effectiveness of these technologies was assessed through a comprehensive analysis of their impact on patient care processes, medical data management, and overall operational efficiency within the hospital setting. Results: The study yielded significant outcomes across three critical domains. Firstly, in patient care, the implementation of expanded mobile medical services, mobile applications for records and rounds, and the establishment of digital signature-based records and intelligent surgical assistance enhanced accessibility and quality of care. Secondly, operational efficiency was notably improved through the integration of ERP and BI systems, streamlining resource management and surgical procedures. Lastly, advancements in data management, including the development of a medical data platform and the deployment of AI technologies, facilitated efficient analysis and utilization of clinical data. Quantitatively, reductions in patient visit time and medical costs were observed, alongside improved diagnostic accuracy facilitated by comprehensive records. These findings collectively underscore the transformative impact of "Internet + technology" integration on hospital operations and patient outcomes. Conclusion: The integration of "Internet + technology" in a smart hospital setting has demonstrated numerous benefits. This study has revealed novel findings regarding the tangible improvements in patient outcomes and hospital efficiency resulting from technology integration. Specifically, the implementation of mobile medical services, digital records, and AI-driven systems has led to significant reductions in patient visit times and medical costs. Moreover, the streamlining of operational processes through ERP and BI systems has enhanced resource management and surgical procedures. These findings underscore the transformative potential of technology in revolutionizing healthcare delivery, ultimately leading to better patient care and operational effectiveness in smart hospital environments.
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INTRODUCTION: Air embolism has the potential to be serious and fatal. In this paper, we report 3 cases of air embolism associated with endoscopic medical procedures in which the patients were treated with hyperbaric oxygen immediately after diagnosis by transesophageal echocardiography. In addition, we systematically review the risk factors for air embolism, clinical presentation, treatment, and the importance of early hyperbaric oxygen therapy efficacy after recognition of air embolism. PATIENT CONCERNS: We present 3 patients with varying degrees of air embolism during endoscopic procedures, one of which was fatal, with large amounts of gas visible in the right and left heart chambers and pulmonary artery, 1 showing right heart enlargement with increased pulmonary artery pressure and tricuspid regurgitation, and 1 showing only a small amount of gas images in the heart chambers. DIAGNOSES: Based on ETCO2 and transesophageal echocardiography (TEE), diagnoses of air embolism were made. INTERVENTIONS: The patients received symptomatic supportive therapy including CPR, 100% O2 ventilation, cerebral protection, hyperbaric oxygen therapy and rehabilitation. OUTCOMES: Air embolism can causes respiratory, circulatory and neurological dysfunction. After aggressive treatment, one of the 3 patients died, 1 had permanent visual impairment, and 1 recovered completely without comorbidities. CONCLUSIONS: While it is common for small amounts of air/air bubbles to enter the circulatory system during endoscopic procedures, life-threatening air embolism is rare. Air embolism can lead to serious consequences, including respiratory, circulatory, and neurological impairment. Therefore, early recognition of severe air embolism and prompt hyperbaric oxygen therapy are essential to avoid its serious complications.
