1.Evaluation of the performance of large language models in indication-based drug reimbursement review in hospitals
Ming GAO ; Meichen HE ; Licheng ZHANG ; Zhaoming LIN ; Yi LIU ; Jiahua LENG
Chinese Journal of Hospital Administration 2025;41(1):63-66
Objective:To evaluate the performance of three mainstream large language models (LLMs) in the review of drug reimbursement indications in hospitals, and to explore their potential in improving audit quality and efficiency, thereby safeguarding the medical insurance fund.Methods:A total of 3 247 outpatient prescription records were retrospectively collected from a specialized oncology hospital between January 2, 2022, and June 30, 2023. Manual assessment of the consistency between clinical diagnoses and drug reimbursement indications was used as the gold standard. Three LLMs, Baidu′s ERNIE Bot, Alibaba′s Tongyi Qianwen, and OpenAI′s ChatGPT-4o, were evaluated on the same task. Performance metrics included accuracy, precision, sensitivity, specificity, F1 score, and area under the curve (AUC).Results:The ERNIE Bot model returned 3 242 valid data, which took 314 min; The Tongyi Qianwen model returned a total of 3 162 valid data, taking 384 min; The ChatGPT-4o model returned a total of 3 218 valid data, taking 150 min. ChatGPT-4o demonstrated the best performance, with an accuracy of 88.41%, precision of 60.48%, sensitivity of 78.75%, specificity of 90.24%, F1 score of 0.68, and an AUC of 0.88.Conclusions:LLMs demonstrate stable performance in determining whether prescriptions align with reimbursement indications, with ChatGPT-4o approaching human-level accuracy and exhibiting more conservative specificity. These findings suggest that LLMs have practical value as auxiliary tools in drug indication reviews, contributing to improved audit efficiency and more refined management of medical insurance funds.
2.The impact of femoral resection on the prognosis of patients with soft tissue sarcoma of the thigh involving cortical bone
Hao QU ; Keyi WANG ; Haochen MU ; Yaling JIANG ; Jiahao ZHANG ; Xin HUANG ; Nong LIN ; Zhaoming YE
Chinese Journal of Orthopaedics 2025;45(10):630-639
Objective:To investigate the prognostic effect of femoral resection on patients with soft tissue sarcoma of the thigh with cortical bone involvement.Methods:This retrospective study included patients with soft tissue sarcoma of the thigh diagnosed and treated in the Second Affiliated Hospital of Zhejiang University School of Medicine from January 2014 to December 2021. Patients were divided into two groups based on whether femoral resection and reconstruction were performed with 20 in the resection group and 86 in the non-resection group. Propensity score matching (PSM) was used to control confounding variables. Overall Survival, recurrence free survival, metastasis free survival, and postoperative functional outcomes were compared between groups before and after PSM. Cox proportional hazards regression was used to identify risk factors for death, recurrence, and metastasis.Results:Before PSM, the 5-year overall survival (OS) and recurrence-free survival (RFS) rates were 46.7% and 36.7% in the resection group, compared to 69.7% and 60.3% in the non-resection group without significant differences ( P>0.05). However, the 5-year metastasis-free survival (MFS) rate was significantly lower in the resection group (40.0%) compared to the non-resection group (73.1%) ( P=0.021). After PSM, the 5-year OS, RFS, and MFS in the resection group were 46.7%, 36.7%, and 35.9%, respectively, compared to 45.0%, 39.4%, and 67.7% in the non-resection group, with no significant differences ( P>0.05). The median postoperative MSTS functional score after PSM was significantly lower in the resection group 23(18, 25) points than in the non-resection group 26.5(24.3, 27.8) points ( U=43.000, P=0.007). Multivariate Cox regression analysis identified grade III histology ( HR=3.794, P=0.002) and tumor involvement angle around the femur greater than 180° ( HR=2.729, P=0.030) as independent risk factors for death. Age over 55 years ( HR=4.185, P=0.015), tumor diameter greater than 8 cm ( HR=4.290, P=0.014), and involvement of the intermuscular compartment ( HR=3.794, P=0.017) were associated with increased risk of local recurrence. Grade III histology ( HR=3.848, P=0.006) and involvement of the intermuscular compartment ( HR=2.500, P=0.045) were associated with distant metastasis. Conclusion:For patients with thigh soft tissue sarcoma involving femoral cortex involvement but no medullary cavity invasion, bone resection did not improve survival, recurrence or metastasis compared with patients in non-resection group. A relatively more conservative surgical approach may be advisable to preserve limb function without compromising oncological prognosis.
3.The impact of femoral resection on the prognosis of patients with soft tissue sarcoma of the thigh involving cortical bone
Hao QU ; Keyi WANG ; Haochen MU ; Yaling JIANG ; Jiahao ZHANG ; Xin HUANG ; Nong LIN ; Zhaoming YE
Chinese Journal of Orthopaedics 2025;45(10):630-639
Objective:To investigate the prognostic effect of femoral resection on patients with soft tissue sarcoma of the thigh with cortical bone involvement.Methods:This retrospective study included patients with soft tissue sarcoma of the thigh diagnosed and treated in the Second Affiliated Hospital of Zhejiang University School of Medicine from January 2014 to December 2021. Patients were divided into two groups based on whether femoral resection and reconstruction were performed with 20 in the resection group and 86 in the non-resection group. Propensity score matching (PSM) was used to control confounding variables. Overall Survival, recurrence free survival, metastasis free survival, and postoperative functional outcomes were compared between groups before and after PSM. Cox proportional hazards regression was used to identify risk factors for death, recurrence, and metastasis.Results:Before PSM, the 5-year overall survival (OS) and recurrence-free survival (RFS) rates were 46.7% and 36.7% in the resection group, compared to 69.7% and 60.3% in the non-resection group without significant differences ( P>0.05). However, the 5-year metastasis-free survival (MFS) rate was significantly lower in the resection group (40.0%) compared to the non-resection group (73.1%) ( P=0.021). After PSM, the 5-year OS, RFS, and MFS in the resection group were 46.7%, 36.7%, and 35.9%, respectively, compared to 45.0%, 39.4%, and 67.7% in the non-resection group, with no significant differences ( P>0.05). The median postoperative MSTS functional score after PSM was significantly lower in the resection group 23(18, 25) points than in the non-resection group 26.5(24.3, 27.8) points ( U=43.000, P=0.007). Multivariate Cox regression analysis identified grade III histology ( HR=3.794, P=0.002) and tumor involvement angle around the femur greater than 180° ( HR=2.729, P=0.030) as independent risk factors for death. Age over 55 years ( HR=4.185, P=0.015), tumor diameter greater than 8 cm ( HR=4.290, P=0.014), and involvement of the intermuscular compartment ( HR=3.794, P=0.017) were associated with increased risk of local recurrence. Grade III histology ( HR=3.848, P=0.006) and involvement of the intermuscular compartment ( HR=2.500, P=0.045) were associated with distant metastasis. Conclusion:For patients with thigh soft tissue sarcoma involving femoral cortex involvement but no medullary cavity invasion, bone resection did not improve survival, recurrence or metastasis compared with patients in non-resection group. A relatively more conservative surgical approach may be advisable to preserve limb function without compromising oncological prognosis.
4.Evaluation of the performance of large language models in indication-based drug reimbursement review in hospitals
Ming GAO ; Meichen HE ; Licheng ZHANG ; Zhaoming LIN ; Yi LIU ; Jiahua LENG
Chinese Journal of Hospital Administration 2025;41(1):63-66
Objective:To evaluate the performance of three mainstream large language models (LLMs) in the review of drug reimbursement indications in hospitals, and to explore their potential in improving audit quality and efficiency, thereby safeguarding the medical insurance fund.Methods:A total of 3 247 outpatient prescription records were retrospectively collected from a specialized oncology hospital between January 2, 2022, and June 30, 2023. Manual assessment of the consistency between clinical diagnoses and drug reimbursement indications was used as the gold standard. Three LLMs, Baidu′s ERNIE Bot, Alibaba′s Tongyi Qianwen, and OpenAI′s ChatGPT-4o, were evaluated on the same task. Performance metrics included accuracy, precision, sensitivity, specificity, F1 score, and area under the curve (AUC).Results:The ERNIE Bot model returned 3 242 valid data, which took 314 min; The Tongyi Qianwen model returned a total of 3 162 valid data, taking 384 min; The ChatGPT-4o model returned a total of 3 218 valid data, taking 150 min. ChatGPT-4o demonstrated the best performance, with an accuracy of 88.41%, precision of 60.48%, sensitivity of 78.75%, specificity of 90.24%, F1 score of 0.68, and an AUC of 0.88.Conclusions:LLMs demonstrate stable performance in determining whether prescriptions align with reimbursement indications, with ChatGPT-4o approaching human-level accuracy and exhibiting more conservative specificity. These findings suggest that LLMs have practical value as auxiliary tools in drug indication reviews, contributing to improved audit efficiency and more refined management of medical insurance funds.
5.Clinical guidelines for the treatment of ankylosing spondylitis combined with lower cervical fracture in adults (version 2024)
Qingde WANG ; Yuan HE ; Bohua CHEN ; Tongwei CHU ; Jinpeng DU ; Jian DONG ; Haoyu FENG ; Shunwu FAN ; Shiqing FENG ; Yanzheng GAO ; Zhong GUAN ; Hua GUO ; Yong HAI ; Lijun HE ; Dianming JIANG ; Jianyuan JIANG ; Bin LIN ; Bin LIU ; Baoge LIU ; Chunde LI ; Fang LI ; Feng LI ; Guohua LYU ; Li LI ; Qi LIAO ; Weishi LI ; Xiaoguang LIU ; Hongjian LIU ; Yong LIU ; Zhongjun LIU ; Shibao LU ; Yong QIU ; Limin RONG ; Yong SHEN ; Huiyong SHEN ; Jun SHU ; Yueming SONG ; Tiansheng SUN ; Yan WANG ; Zhe WANG ; Zheng WANG ; Hong XIA ; Guoyong YIN ; Jinglong YAN ; Wen YUAN ; Zhaoming YE ; Jie ZHAO ; Jianguo ZHANG ; Yue ZHU ; Yingjie ZHOU ; Zhongmin ZHANG ; Wei MEI ; Dingjun HAO ; Baorong HE
Chinese Journal of Trauma 2024;40(2):97-106
Ankylosing spondylitis (AS) combined with lower cervical fracture is often categorized into unstable fracture, with a high incidence of neurological injury and a high rate of disability and morbidity. As factors such as shoulder occlusion may affect the accuracy of X-ray imaging diagnosis, it is often easily misdiagnosed at the primary diagnosis. Non-operative treatment has complications such as bone nonunion and the possibility of secondary neurological damage, while the timing, access and choice of surgical treatment are still controversial. Currently, there are no clinical practice guidelines for the treatment of AS combined with lower cervical fracture with or without dislocation. To this end, the Spinal Trauma Group of Orthopedics Branch of Chinese Medical Doctor Association organized experts to formulate Clinical guidelines for the treatment of ankylosing spondylitis combined with lower cervical fracture in adults ( version 2024) in accordance with the principles of evidence-based medicine, scientificity and practicality, in which 11 recommendations were put forward in terms of the diagnosis, imaging evaluation, typing and treatment, etc, to provide guidance for the diagnosis and treatment of AS combined with lower cervical fracture.
6.Analysis of risk factors of pleural effusion after spinal separation
Keyi WANG ; Hao QU ; Wen WANG ; Zhaonong YAO ; Xiaowei ZHOU ; Yuhong YAO ; Hengyuan LI ; Peng LIN ; Xiumao LI ; Xiaobo YAN ; Meng LIU ; Xin HUANG ; Nong LIN ; Zhaoming YE
Chinese Journal of Orthopaedics 2024;44(3):169-176
Objective:To investigate the risk factors of pleural effusion after spinal separation surgery for patients with spinal metastatic tumors.Methods:A total of 427 patients with spinal metastatic tumors from January 2014 to January 2022 in the Second Affiliated Hospital of Zhejiang University School of Medicine were retrospectively analyzed. There were 252 males and 175 females, with an average age of 59±12 years (range, 15-87 years). All patients underwent separation surgery. Based on the chest CT within 1 month after surgery, the volume of pleural effusion was measured individually by reconstruction software. Pleural effusion was defined as small volume (0-500 ml), moderate volume (500-1 000 ml), and large volume (above 1 000 ml). Baseline data and perioperative clinical outcomes were compared between the groups, and indicators with statistically significant differences were included in a binary logistic regression analysis to determine the independent risk factors for the development of pleural effusion after isolation of spinal metastatic cancer. Receiver operating characteristic (ROC) curves were conducted to calculate the area under the curve (AUC) for each independent risk factor.Results:All patients successfully completed the operation. Among the 427 patients, there were 35 cases of large pleural effusion, 42 cases of moderate pleural effusion, and 350 cases of small pleural effusion. There were significant differences in tumor size (χ 2=9.485, P=0.013), intraoperative blood loss ( Z=-2.503, P=0.011), blood transfusion ( Z=-2.983, P=0.003), preoperative total protein ( Z=2.681, P=0.007), preoperative albumin ( Z=1.720, P= 0.085), postoperative hemoglobin ( t=2.950, P=0.008), postoperative total protein ( Z=4.192, P<0.001), and postoperative albumin ( t=2.268, P=0.032) in the large pleural effusion group versus the small and moderate pleural effusion group. Logistic regression analysis showed that decreased preoperative albumin ( OR=0.89, P=0.045) and metastases located in the thoracic spine ( OR=4.01, P=0.039) were independent risk factors for the occurrence of large pleural effusion after separation surgery. The ROC curve showed that the AUC and 95% CI for preoperative albumin, lesion location, and the combined model were 0.637 (0.54, 0.74), 0.421 (0.36, 0.48), and 0.883 (0.81, 0.92). The combined predictive model showed good predictive value. Conclusion:The volume of pleural effusion can be measured individually and quantitatively based on chest CT. Decreased preoperative albumin and metastases located in the thoracic spine are independent risk factors for the occurrence of large pleural effusion after separation surgery. The combined prediction of the two factors has better predictive efficacy.
7.Abdominal Pain After Cardiac Surgery Caused by Crohn Disease, Intestinal Ischemia, and Colonic Diverticulitis, Respectively: A Report of 3 Cases
Huanan LIU ; Zhaoming LIN ; Xiaoshen ZHANG
Cardiology Discovery 2024;04(1):55-57
Abdominal complications following cardiac surgery are rare events, but can be fatal if not diagnosed and managed in time. Aggressive treatments offer a better chance for survival in patients with risk factors. This case report describes the clinical presentation and details of 3 recently operated patients who suffered acute abdominal pain after cardiac surgery. The underlying causes were Crohn disease-associated ileal perforation, intestinal necrosis, and diverticulitis-associated colonic perforation. The presentation and management of these severe conditions are discussed.
8.Abdominal Pain After Cardiac Surgery Caused by Crohn Disease, Intestinal Ischemia, and Colonic Diverticulitis, Respectively: A Report of 3 Cases
Huanan LIU ; Zhaoming LIN ; Xiaoshen ZHANG
Cardiology Discovery 2024;04(1):55-57
Abdominal complications following cardiac surgery are rare events, but can be fatal if not diagnosed and managed in time. Aggressive treatments offer a better chance for survival in patients with risk factors. This case report describes the clinical presentation and details of 3 recently operated patients who suffered acute abdominal pain after cardiac surgery. The underlying causes were Crohn disease-associated ileal perforation, intestinal necrosis, and diverticulitis-associated colonic perforation. The presentation and management of these severe conditions are discussed.
9.Study on French medical insurance payment policy for innovative medical products paid under DRG
Jiaming LI ; Jinxi DING ; Shengxin HUANG ; Yuqing REN ; Zhaoming LIN
China Pharmacy 2023;34(12):1409-1414
OBJECTIVE To analyze the implementation experience of France’s additional list system for innovative medical products, and to provide reference for China to support medical institutions to use innovative medical products. METHODS Taking France as a case study, using policy analysis method, this paper systematically studied the practice of establishing additional list system to compensate for innovative medical products in France under diagnosis-related group (DRG) payment, including the establishment background, selection procedure and implementation effect. The suggestions were provided on the medical insurance payment methods for innovative medical products in China. RESULTS & CONCLUSIONS The additional list system established a compensation and payment system for innovative medical products with significant clinical efficacy but high treatment cost, covering four stages: application, evaluation, payment and adjustment, which effectively reduced the drug burden on medical institutions, promoted the use of innovative pharmaceutical products by medical institutions, and stimulated the innovation drive of the pharmaceutical industry, but at the same time brought payment pressure to the medical insurance fund. With the rapid spread of our DRG/diagnosis-intervention packet payment reform of China, some regions have also explored the establishment of a compensation and payment mechanism for innovative medical products, but there are still imperfections. We can refer to the implementation experience of the French additional list system and establish an effective compensation and payment system for innovative medical products starting from the establishment of selection criteria, the selection of compensation mode and the implementation of dynamic adjustment.
10.Mini-open excision of osteoid osteoma using burrs with the guidance of O-arm navigation
Hengyuan LI ; Xiaobo YAN ; Xin HUANG ; Meng LIU ; Peng LIN ; Hao QU ; Xiumao LI ; Binghao LI ; Shengdong WANG ; Jiadan WU ; Zhaonong YAO ; Keyi WANG ; Nong LIN ; Zhaoming YE
Chinese Journal of Orthopaedics 2023;43(3):164-171
Objective:To investigate the surgical method and clinical effect of O-arm navigation mini-open burring for osteoid osteoma.Methods:Eighteen patients with osteoid osteoma were treated with O-arm guided grinding drill from June 2021 to May 2022, including 15 males and 3 females, the age was (18.4 ±10.9) years (range 2 to 44 years), and the course of disease ranged from 1 week to 3 years (mean 14.2 months). The lesions sites included 6 cases of proximal femur, 3 cases of distal femur, 4 cases of proximal tibia, 1 case of distal tibia, 2 cases of proximal fibula and 1 case of distal and proximal humerus. During the operation, the O-arm navigation was used to determine the location of the focus, the muscle and soft tissue was peeled off to the bone surface through a 1-4 cm small incision, the channel retractor was placed, and the burr was registered as a navigation recognition device to gradually remove the bone on the surface of the tumor nest, and the tumor nest was scraped with a curette for pathological examination; according to the navigation image, the focus was enlarged removed with burr and the grinding range was confirmed by the O-arm X-ray machine before the end of the operation. The patients were followed up for 6 to 15 months (mean 9.5 months). CT scans were performed before and after surgery for imaging comparison in order to figure out whether it had residual lesions or recurrence. The visual analogue score (VAS) of pain was used as a parameter for evaluating the clinical efficacy.Results:The operation time of 18 cases was 40-175 min, with an average of 89.3 min. The time required to establish navigation image was 18.0 ±4.1 min (range 13 ~ 22 min). The length of the incision was 2.7±1.1 cm (range 1-4 cm). All patients achieved complete curettage of the lesions, and osteoid osteoma was confirmed by pathology after operation. All the patients could move to the ground 24 hours after operation, and the pain was significantly relieved from 3 to 7 d after operation, and the pain almost disappeared 3 months after operation. The VAS score of 18 cases was 5.33±1.24 before surgery, 2.79±1.32 on the 3rd day, 1.86±1.21 on the 7th day, 0.86±0.93 on the 1st month, 0.33±0.48 on the 3rd month, and 0.09±0.29 on the 6th month after operation, and the difference was statistically significant ( F=58.50, P<0.001). There were no serious complications during and after operation, and the success rate of treatment (no recurrence of symptoms, no residual recurrence of imaging lesions, no serious complications after operation) was 100%. Conclusion:Treatment of osteoid osteoma with mini-open excision using burrs under the navigation of O-arm is a simple, safe, minimally invasive and efficient technique. Intraoperative precise positioning and the use of burr with navigation to remove a larger area than the tumor nest are the keys to successful treatment.

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