An Automated Method of Causal Inference of the Underlying Cause of Death of Citizens.

It is of great significance to correctly infer the underlying cause of death for citizens, especially under the current worldwide situation. The medical resources of all countries are overwhelmed under the impact of coronavirus disease 2019 (COVID-19) and countries need to allocate limited resources to the most suitable place. Traditionally, the cause-of-death inference relies on manual methods, which require a large resource cost and are not so efficient. To address the challenges, in this work, we present a mixed inference method named Sink-CF. The Sink-CF algorithm is based on confidence measurement and is used to automatically infer the underlying cause of death of citizens. The method proposed in this paper combines a mathematical statistics method and a collaborative filtering and analysis algorithm in machine learning. Thus, our method can not only effectively achieve a certain accuracy, but also does not rely on a large quantity of manually labeled data to continuously optimize the model, which can save computer computing power and time, and has the characteristics of being simple, easy and efficient. The experimental results show that our method generates a reasonable precision (93.82%) and recall (90.11%) and outperforms other state-of-the-art machine learning algorithms.

Pivotal role of video-assisted thoracoscopic surgery in improving survival outcome of stage I non-small cell lung cancer in day surgery patients.

BACKGROUND: Lung cancer, the leading cause of cancer-related deaths worldwide, has high morbidity rates. Video-assisted thoracoscopic surgery (VATS) as day surgery makes surgical treatment ideally in time with the same quality of medical care. This study aimed to assess the safety of stage I NSCLC patients who underwent VATS at a day surgery center. METHODS: We retrospectively analyzed the clinical characteristics and tumor features of VATS patients at a single center, West China Hospital, from June 1, 2019, to December 31, 2020. Patients fulfilled all inclusion criteria, did not meet any exclusion criteria and underwent wedge resection, segmentectomy, or lobectomy with systematic lymph node dissection. RESULTS: The median patient age was 43 (range, 19-67) years. Of the 209 patients, most were women. A total of 108 (51.7%) patients underwent segmentectomy, 87 (41.6%) lobectomy, and 14 (6.7%) wedge resection with systematic lymph node dissection. According to the AJCC/UICC eighth edition of lung cancer stage grouping, stages IA, IA1, IA2, and IA3 were 195 (93.3%), 122 (58.4%), 50 (23.9%), and one (0.5%), respectively. A total of 36 (17.2%) patients were stage 0. Adenocarcinoma was predominantly the postoperative pathological diagnosis, as only 14 (6.7%) were benign. A total of 201 (96.17%) patients were discharged without a chest tube. The most common chief complaints were cough, incisional pain, and shortness of breath. No severe complications or life-threatening emergencies were observed. CONCLUSIONS: The day surgery mode of VATS for stage I NSCLC is safe and feasible, which makes surgical treatment ideally in time for stage I NSCLC patients with the same quality of medical care.

Breakthrough in breast reconstruction in the context of COVID-19: safety and efficiency of endoscopic breast reconstruction at a day surgery center.

BACKGROUND: In recently years, breast endoscopic reconstruction surgery is becoming increasingly popular. And we have explored a series of endoscopic breast reconstruction procedures and applied it to our day surgery under the epidemic control of the novel coronavirus. METHODS: The present study was a retrospective analysis. Patients who underwent unilateral breast endoscopic reconstruction surgery in the West China Hospital from April 2017 to February 2021 were included in the study. Patients were divided into the following three groups: ward exploration period (WEP), ward maturation period (WMP), and day surgery period (DSP), respectively. We compared the results of postoperative complications, hospitalization costs, operation time, and BREAST-Q (a patient-reported outcome instrument measuring health-related quality-of-life and patient satisfaction in breast surgery) scale scores among the three groups of patients. RESULTS: A total of 66 patients were included (WEP n=30, WMP n=14, DSP n=22). Four people refused to complete the BREAST-Q scale, and five patients missed complication record sheets. Patients in the DSP and WMP groups had slightly higher postoperative satisfaction with their breasts than WEP, but there was no statistically significant difference (3 months postoperatively: WEP vs. WMP =0.515, WEP vs. DSP =0.418, WMP vs. DSP =0.982). On the postoperative BREAST-Q scale scores of psychosocial, sexual life and chest well-being, patients with DSP scored slightly higher than those with WEP versus WMP, but there was no statistically significant difference. The incidence of postoperative complications was generally higher in the WEP group than in the WMP and DSP groups, but there was no statistically significant incidence of either major or minor complications (P=1.000). With the use of prostheses and mesh, patients in the DSP group had lower hospitalization costs than other two groups. In terms of operative time, patients in the WMP and DSP groups had shorter operative times compared with the WEP group, and the results were statistically significant (WEP vs. WMP =0.000, WEP vs. DSP =0.000, WMP vs. DSP =0.243). CONCLUSIONS: We believe that performing our newly developed endoscopic breast reconstructive surgery at a day surgery center is safe and reliable.

Surgical Protocol in a West China Day Surgery Center During the COVID-19 Pandemic: Practice and Experience.

Background. Despite the danger of infection during the outbreak of the 2019 novel coronavirus (COVID-19) in Wuhan, many patients still need surgical treatment. Most elective surgeries were delayed because of the public health emergency. However, when patients have life-threatening emergencies or illnesses, surgeries are often needed as soon as possible. Moreover, due to hospital overcrowding during the COVID-19 outbreak, healthcare professionals initially struggled to address the issue due to a lack of experience. This is especially true for day surgery centers with higher patient mobility. Methods. We remodeled pathways to separate patients and medical personnel to minimize the COVID-19 infection rate. Further, strategies for medical staff education and potential patient education, ward disinfection and maintenance, setup with 3 more screening stations, patient and companion management, medical staff management, and perioperative management were implemented before starting elective day surgery. Results. From February 11 to March 11 in 2020, 202 day surgeries were performed. These were all elective surgeries and included ultrasound-guided Mammotome biopsy, endoscopic polypectomy, hernia repair, pediatric surgeries, cholecystectomy, choledochoscopy, radical mastectomy, percutaneous transhepatic cholangial drainage, liver biopsy, video-assisted thoracoscopic surgery, laparoscopic resection of colon cancer, colostomy apotheosis, and varicose vein surgery. On days 7, 14, and 30 after discharge, no postoperative complications were reported or infection of COVID-19 cases was reported. Conclusions. Using scientific and well-designed protocols, day surgery can ensure quality surgical care with while ensuring medical safety during the COVID-19 outbreak. These protocols may also be applied to other surgical departments in China.