1.Artificial intelligence in the diagnosis and treatment of prostate cancer based on PSMA PET
Dai-Yun PENG ; Jing-Yu FU ; Fan YANG ; Jiang-Yan LIU
Medical Journal of Chinese People's Liberation Army 2025;50(10):1250-1255
Prostate-specific membrane antigen(PSMA)positron emission tomography(PET)is currently a precise diagnostic imaging technology for prostate cancer(PCa).Artificial intelligence(AI)technologies,particularly machine learning and deep learning algorithms,when combined with PSMA PET,showed extensive potential applications in various aspects of PCa management.These include the diagnosis and differential diagnosis of primary tumors,staging,recurrence detection,and treatment planning for PCa.At present,a few AI models have received clinical approval.This paper reviews the application progress of AI combined with PSMA PET in the diagnosis and treatment of PCa,explores the current limitations of AI technologies in clinical practice,and aim to provide references to future diagnosis and treatment studies for PCa.
2.Three-dimensional kinematic analysis can improve the efficacy of acupoint selection for post-stroke patients with upper limb spastic paresis: A randomized controlled trial.
Xin-Yun HUANG ; Ou-Ping LIAO ; Shu-Yun JIANG ; Ji-Ming TAO ; Yang LI ; Xiao-Ying LU ; Yi-Ying LI ; Ci WANG ; Jing LI ; Xiao-Peng MA
Journal of Integrative Medicine 2025;23(1):15-24
BACKGROUND:
China is seeing a growing demand for rehabilitation treatments for post-stroke upper limb spastic paresis (PSSP-UL). Although acupuncture is known to be effective for PSSP-UL, there is room to enhance its efficacy.
OBJECTIVE:
This study explored a semi-personalized acupuncture approach for PSSP-UL that used three-dimensional kinematic analysis (3DKA) results to select additional acupoints, and investigated the feasibility, efficacy and safety of this approach.
DESIGN, SETTING, PARTICIPANTS AND INTERVENTIONS:
This single-blind, single-center, randomized, controlled trial involved 74 participants who experienced a first-ever ischemic or hemorrhagic stroke with spastic upper limb paresis. The participants were then randomly assigned to the intervention group or the control group in a 1:1 ratio. Both groups received conventional treatments and acupuncture treatment 5 days a week for 4 weeks. The main acupoints in both groups were the same, while participants in the intervention group received additional acupoints selected on the basis of 3DKA results. Follow-up assessments were conducted for 8 weeks after the treatment.
MAIN OUTCOME MEASURES:
The primary outcome was the Fugl-Meyer Assessment for Upper Extremity (FMA-UE) response rate (≥ 6-point change) at week 4. Secondary outcomes included changes in motor function (FMA-UE), Brunnstrom recovery stage (BRS), manual muscle test (MMT), spasticity (Modified Ashworth Scale, MAS), and activities of daily life (Modified Barthel Index, MBI) at week 4 and week 12.
RESULTS:
Sixty-four participants completed the trial and underwent analyses. Compared with control group, the intervention group exhibited a significantly higher FMA-UE response rate at week 4 (χ2 = 5.479, P = 0.019) and greater improvements in FMA-UE at both week 4 and week 12 (both P < 0.001). The intervention group also showed bigger improvements from baseline in the MMT grades for shoulder adduction and elbow flexion at weeks 4 and 12 as well as thumb adduction at week 4 (P = 0.007, P = 0.049, P = 0.019, P = 0.008, P = 0.029, respectively). The intervention group showed a better change in the MBI at both week 4 and week 12 (P = 0.004 and P = 0.010, respectively). Although the intervention group had a higher BRS for the hand at week 12 (P = 0.041), no intergroup differences were observed at week 4 (all P > 0.05). The two groups showed no differences in MAS grades as well as in BRS for the arm at weeks 4 and 12 (all P > 0.05).
CONCLUSION:
Semi-personalized acupuncture prescription based on 3DKA results significantly improved motor function, muscle strength, and activities of daily living in patients with PSSP-UL.
TRIAL REGISTRATION
Chinese Clinical Trial Registry ChiCTR2200056216. Please cite this article as: Huang XY, Liao OP, Jiang SY, Tao JM, Li Y, Lu XY, Li YY, Wang C, Li J, Ma XP. Three-dimensional kinematic analysis can improve the efficacy of acupoint selection for post-stroke patients with upper limb spastic paresis: A randomized controlled trial. J Integr Med. 2025; 23(1): 15-24.
Humans
;
Male
;
Female
;
Middle Aged
;
Acupuncture Points
;
Upper Extremity/physiopathology*
;
Biomechanical Phenomena
;
Single-Blind Method
;
Aged
;
Stroke/therapy*
;
Acupuncture Therapy/methods*
;
Stroke Rehabilitation/methods*
;
Adult
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Muscle Spasticity/therapy*
;
Paresis/physiopathology*
;
Treatment Outcome
3.Glucocorticoid Discontinuation in Patients with Rheumatoid Arthritis under Background of Chinese Medicine: Challenges and Potentials Coexist.
Chuan-Hui YAO ; Chi ZHANG ; Meng-Ge SONG ; Cong-Min XIA ; Tian CHANG ; Xie-Li MA ; Wei-Xiang LIU ; Zi-Xia LIU ; Jia-Meng LIU ; Xiao-Po TANG ; Ying LIU ; Jian LIU ; Jiang-Yun PENG ; Dong-Yi HE ; Qing-Chun HUANG ; Ming-Li GAO ; Jian-Ping YU ; Wei LIU ; Jian-Yong ZHANG ; Yue-Lan ZHU ; Xiu-Juan HOU ; Hai-Dong WANG ; Yong-Fei FANG ; Yue WANG ; Yin SU ; Xin-Ping TIAN ; Ai-Ping LYU ; Xun GONG ; Quan JIANG
Chinese journal of integrative medicine 2025;31(7):581-589
OBJECTIVE:
To evaluate the dynamic changes of glucocorticoid (GC) dose and the feasibility of GC discontinuation in rheumatoid arthritis (RA) patients under the background of Chinese medicine (CM).
METHODS:
This multicenter retrospective cohort study included 1,196 RA patients enrolled in the China Rheumatoid Arthritis Registry of Patients with Chinese Medicine (CERTAIN) from September 1, 2019 to December 4, 2023, who initiated GC therapy. Participants were divided into the Western medicine (WM) and integrative medicine (IM, combination of CM and WM) groups based on medication regimen. Follow-up was performed at least every 3 months to assess dynamic changes in GC dose. Changes in GC dose were analyzed by generalized estimator equation, the probability of GC discontinuation was assessed using Kaplan-Meier curve, and predictors of GC discontinuation were analyzed by Cox regression. Patients with <12 months of follow-up were excluded for the sensitivity analysis.
RESULTS:
Among 1,196 patients (85.4% female; median age 56.4 years), 880 (73.6%) received IM. Over a median 12-month follow-up, 34.3% (410 cases) discontinued GC, with significantly higher rates in the IM group (40.8% vs. 16.1% in WM; P<0.05). GC dose declined progressively, with IM patients demonstrating faster reductions (median 3.75 mg vs. 5.00 mg in WM at 12 months; P<0.05). Multivariate Cox analysis identified age <60 years [P<0.001, hazard ratios (HR)=2.142, 95% confidence interval (CI): 1.523-3.012], IM therapy (P=0.001, HR=2.175, 95% CI: 1.369-3.456), baseline GC dose ⩽7.5 mg (P=0.003, HR=1.637, 95% CI: 1.177-2.275), and absence of non-steroidal anti-inflammatory drugs use (P=0.001, HR=2.546, 95% CI: 1.432-4.527) as significant predictors of GC discontinuation. Sensitivity analysis (545 cases) confirmed these findings.
CONCLUSIONS
RA patients receiving CM face difficulties in following guideline-recommended GC discontinuation protocols. IM can promote GC discontinuation and is a promising strategy to reduce GC dependency in RA management. (Trial registration: ClinicalTrials.gov, No. NCT05219214).
Adult
;
Aged
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Female
;
Humans
;
Male
;
Middle Aged
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Arthritis, Rheumatoid/drug therapy*
;
Glucocorticoids/therapeutic use*
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Medicine, Chinese Traditional
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Retrospective Studies
4.Discussion on curative effect of electronic bronchoscope in treating tracheobronchial tuberculosis at clinical activity stage
Shenglin MO ; Yun HUANG ; Xiaohong HUANG ; Gui TANG ; Yanping SUN ; Jinyu QIN ; Tao CHEN ; Jiaguang HU ; Peng ZHANG ; Jinliang KONG ; Zhongsheng JIANG
China Medical Equipment 2025;22(6):76-80
Objective:To evaluate the clinically curative effect of intervention treatment of electronic bronchoscope in treating tracheobronchial tuberculosis at clinical activity stage.Methods:Sixty patients with tracheobronchial tuberculosis at clinical activity stage(type I,II,III and VI)who admitted to Liuzhou People's Hospital from September 2020 to September 2023 were selected,and they were divided into drug group(anti-tuberculosis drug treatment)and combination group(anti-tuberculosis drug treatment+interventional treatment with electronic bronchoscope)by the random number table method,with 30 cases in each group.The curative effects of the two groups were observed,and the negative conversion rate of sputum bacteria,clinical symptom scores(cough symptom,expectoration symptom)before and after treatment,Modified British Medical Research Council Dyspnea Scale(mMRC)score between two groups were compared,and the differences in indicators of pulmonary function such as forced expiratory volume in the first second(FEV1),forced vital capacity(FVC)and maximum voluntary ventilation(MVV)between the two groups also were compared.And then,the incidence of complications was calculated.Results:During the 1,2 and 3 months of follow-up,there were respectively 21 cases,27 cases and 30 cases occurred negative conversion of sputum bacteria in 30 patients of the combination group,and there were respectively 15 cases,18 cases and 23 cases occurred negative conversion of sputum bacteria in 30 patients of the drug group.At the 1st month of follow-up,the negative conversion rate of sputum bacteria in combination group was higher than that in drug group,while there was no statistically significant difference between the two groups(P>0.05).At the 2nd and 3rd month of follow-up,the negative conversion rate of sputum bacteria in the combination group was higher than that in the drug group,and the differences were statistically significant(x2=7.200,7.925,P<0.05).The effective rate of treatment of the combination group was 100%,which was higher than 80%of the drug group,and the difference of that between two groups was significant(x2=6.667,P<0.05).After 2 months of treatment,the mMRC score,cough symptom score and expectoration symptom score of the combination group were all lower than those of the drug group,and the differences were statistically significant(t=3.504,3.950,3.530,P<0.05).The improvement effects of FEV1,FVC and MVV of the combination group were all better than those of the drug group,and the differences were statistically significant(t=6.626,4.966,4.097,P<0.05).There was no significant difference in the incidence of complications between the two groups(P>0.05).Conclusion:Anti-tuberculosis drug therapy combined with electronic bronchoscopy intervention has a good therapeutic effect in clinically active tracheobronchial tuberculosis.
5.Discussion on curative effect of electronic bronchoscope in treating tracheobronchial tuberculosis at clinical activity stage
Shenglin MO ; Yun HUANG ; Xiaohong HUANG ; Gui TANG ; Yanping SUN ; Jinyu QIN ; Tao CHEN ; Jiaguang HU ; Peng ZHANG ; Jinliang KONG ; Zhongsheng JIANG
China Medical Equipment 2025;22(6):76-80
Objective:To evaluate the clinically curative effect of intervention treatment of electronic bronchoscope in treating tracheobronchial tuberculosis at clinical activity stage.Methods:Sixty patients with tracheobronchial tuberculosis at clinical activity stage(type I,II,III and VI)who admitted to Liuzhou People's Hospital from September 2020 to September 2023 were selected,and they were divided into drug group(anti-tuberculosis drug treatment)and combination group(anti-tuberculosis drug treatment+interventional treatment with electronic bronchoscope)by the random number table method,with 30 cases in each group.The curative effects of the two groups were observed,and the negative conversion rate of sputum bacteria,clinical symptom scores(cough symptom,expectoration symptom)before and after treatment,Modified British Medical Research Council Dyspnea Scale(mMRC)score between two groups were compared,and the differences in indicators of pulmonary function such as forced expiratory volume in the first second(FEV1),forced vital capacity(FVC)and maximum voluntary ventilation(MVV)between the two groups also were compared.And then,the incidence of complications was calculated.Results:During the 1,2 and 3 months of follow-up,there were respectively 21 cases,27 cases and 30 cases occurred negative conversion of sputum bacteria in 30 patients of the combination group,and there were respectively 15 cases,18 cases and 23 cases occurred negative conversion of sputum bacteria in 30 patients of the drug group.At the 1st month of follow-up,the negative conversion rate of sputum bacteria in combination group was higher than that in drug group,while there was no statistically significant difference between the two groups(P>0.05).At the 2nd and 3rd month of follow-up,the negative conversion rate of sputum bacteria in the combination group was higher than that in the drug group,and the differences were statistically significant(x2=7.200,7.925,P<0.05).The effective rate of treatment of the combination group was 100%,which was higher than 80%of the drug group,and the difference of that between two groups was significant(x2=6.667,P<0.05).After 2 months of treatment,the mMRC score,cough symptom score and expectoration symptom score of the combination group were all lower than those of the drug group,and the differences were statistically significant(t=3.504,3.950,3.530,P<0.05).The improvement effects of FEV1,FVC and MVV of the combination group were all better than those of the drug group,and the differences were statistically significant(t=6.626,4.966,4.097,P<0.05).There was no significant difference in the incidence of complications between the two groups(P>0.05).Conclusion:Anti-tuberculosis drug therapy combined with electronic bronchoscopy intervention has a good therapeutic effect in clinically active tracheobronchial tuberculosis.
6.Research on Cost Control of Hospital Administrative Functional Departments Based on HRP+BSC
Wanhui ZHENG ; Weihua YANG ; Li YANG ; Yun ZHANG ; Ying CHEN ; Kesi WANG ; Linlin JIANG ; Lin PENG
Chinese Hospital Management 2024;44(6):65-68
Objective to analyze the Budget Execution Rate of administrative departments in sample hospitals,and to realize the cost control of Budget performance integration with Balanced Score Card(BSC)Financial Dimension Quantitative Assessment.Methods The budget and execution data of 23 administrative departments were collected from January to June in the sample 2023.The budget execution rate was calculated and cleaned,and the data were segmented by histogram.Using the financial dimension 25 to divide by the total number of items in each department's budget to obtain the scoreof each item in each department,and using the interpolation method to calculate the cost scores of each department,then into the performance appraisal.Results(1)Each item score should be multiplied by item coefficient,and then sum up;(2)The total score of self-executing Project+the total score of centralized executing project.(3)Cost score:1 the scores of 8 departments of non-homing items were 5.54~15.76,2 the scores of 15 departments of homing items were 7.68~17.06.Conclusion It adopts the concept of BSC and Hospital Resource Planning as the cost control of administrative departments to make up for the lack of qualitative and quantitative BSC;can focus on monitoring the dispersion of large data;histogram score results of segmentation objective and easy to operate,makes the interpolation calculation more credible.In a word,it provides quantitative ideas and methods in the aspects of different responsibilities and difficult performance evaluation.
7.Application of a verifiable self-study model for continuing medical education of general practitioners
Meng ZHANG ; Jinxiang ZHANG ; Jing KANG ; Jingjing WAN ; Yun LIU ; Hui WEN ; Lei JIANG ; Wen PENG
Chinese Journal of General Practitioners 2024;23(9):974-977
High quality continuing medical education is important to ensure the clinical competence of doctors. However, the current continuing medical education of general practitioners has some problems, such as low motivation to participate in and poor training effect. We tried a new model of continuing medical education to deal with these problems. In this new model, position competence improvement is the aim, online group learning is the main method, individualized learning goals are developed and results are evaluated in verifiable ways.
8.Antimicrobial resistance profile of clinical isolates in hospitals across China:report from the CHINET Antimicrobial Resistance Surveillance Program,2023
Yan GUO ; Fupin HU ; Demei ZHU ; Fu WANG ; Xiaofei JIANG ; Yingchun XU ; Xiaojiang ZHANG ; Fengbo ZHANG ; Ping JI ; Yi XIE ; Yuling XIAO ; Chuanqing WANG ; Pan FU ; Yuanhong XU ; Ying HUANG ; Ziyong SUN ; Zhongju CHEN ; Jingyong SUN ; Qing CHEN ; Yunzhuo CHU ; Sufei TIAN ; Zhidong HU ; Jin LI ; Yunsong YU ; Jie LIN ; Bin SHAN ; Yunmin XU ; Sufang GUO ; Yanyan WANG ; Lianhua WEI ; Keke LI ; Hong ZHANG ; Fen PAN ; Yunjian HU ; Xiaoman AI ; Chao ZHUO ; Danhong SU ; Dawen GUO ; Jinying ZHAO ; Hua YU ; Xiangning HUANG ; Wen'en LIU ; Yanming LI ; Yan JIN ; Chunhong SHAO ; Xuesong XU ; Wei LI ; Shanmei WANG ; Yafei CHU ; Lixia ZHANG ; Juan MA ; Shuping ZHOU ; Yan ZHOU ; Lei ZHU ; Jinhua MENG ; Fang DONG ; Zhiyong LÜ ; Fangfang HU ; Han SHEN ; Wanqing ZHOU ; Wei JIA ; Gang LI ; Jinsong WU ; Yuemei LU ; Jihong LI ; Qian SUN ; Jinju DUAN ; Jianbang KANG ; Xiaobo MA ; Yanqing ZHENG ; Ruyi GUO ; Yan ZHU ; Yunsheng CHEN ; Qing MENG ; Shifu WANG ; Xuefei HU ; Hua FANG ; Penghui ZHANG ; Bixia YU ; Ping GONG ; Haixia SHI ; Kaizhen WEN ; Yirong ZHANG ; Xiuli YANG ; Yiqin ZHAO ; Longfeng LIAO ; Jinhua WU ; Hongqin GU ; Lin JIANG ; Meifang HU ; Wen HE ; Jiao FENG ; Lingling YOU ; Dongmei WANG ; Dong'e WANG ; Yanyan LIU ; Yong AN ; Wenhui HUANG ; Juan LI ; Quangui SHI ; Juan YANG ; Abulimiti REZIWAGULI ; Lili HUANG ; Xuejun SHAO ; Xiaoyan REN ; Dong LI ; Qun ZHANG ; Xue CHEN ; Rihai LI ; Jieli XU ; Kaijie GAO ; Lu XU ; Lin LIN ; Zhuo ZHANG ; Jianlong LIU ; Min FU ; Yinghui GUO ; Wenchao ZHANG ; Zengguo WANG ; Kai JIA ; Yun XIA ; Shan SUN ; Huimin YANG ; Yan MIAO ; Jianping WANG ; Mingming ZHOU ; Shihai ZHANG ; Hongjuan LIU ; Nan CHEN ; Chan LI ; Cunshan KOU ; Shunhong XUE ; Jilu SHEN ; Wanqi MEN ; Peng WANG ; Xiaowei ZHANG ; Xiaoyan ZENG ; Wen LI ; Yan GENG ; Zeshi LIU
Chinese Journal of Infection and Chemotherapy 2024;24(6):627-637
Objective To monitor the susceptibility of clinical isolates to antimicrobial agents in healthcare facilities in major regions of China in 2023.Methods Clinical isolates collected from 73 hospitals across China were tested for antimicrobial susceptibility using a unified protocol based on disc diffusion method or automated testing systems.Results were interpreted using the 2023 Clinical & Laboratory Standards Institute (CLSI) breakpoints.Results A total of 445199 clinical isolates were collected in 2023,of which 29.0% were gram-positive and 71.0% were gram-negative.The prevalence of methicillin-resistant strains in Staphylococcus aureus,Staphylococcus epidermidis and other coagulase-negative Staphylococcus species (excluding Staphylococcus pseudintermedius and Staphylococcus schleiferi) (MRSA,MRSE and MRCNS) was 29.6%,81.9% and 78.5%,respectively.Methicillin-resistant strains showed significantly higher resistance rates to most antimicrobial agents than methicillin-susceptible strains (MSSA,MSSE and MSCNS).Overall,92.9% of MRSA strains were susceptible to trimethoprim-sulfamethoxazole and 91.4% of MRSE strains were susceptible to rifampicin.No vancomycin-resistant strains were found.Enterococcus faecalis had significantly lower resistance rates to most antimicrobial agents tested than Enterococcus faecium.A few vancomycin-resistant strains were identified in both E.faecalis and E.faecium.The prevalence of penicillin-susceptible Streptococcus pneumoniae was 93.1% in the isolates from children and and 95.9% in the isolates from adults.The resistance rate to carbapenems was lower than 15.0% for most Enterobacterales species except for Klebsiella,22.5% and 23.6% of which were resistant to imipenem and meropenem,respectively .Most Enterobacterales isolates were highly susceptible to tigecycline,colistin and polymyxin B,with resistance rates ranging from 0.6% to 10.0%.The resistance rate to imipenem and meropenem was 21.9% and 17.4% for Pseudomonas aeruginosa,respectively,and 67.5% and 68.1% for Acinetobacter baumannii,respectively.Conclusions Increasing resistance to the commonly used antimicrobial agents is still observed in clinical bacterial isolates.However,the prevalence of important crabapenem-resistant organisms such as crabapenem-resistant K.pneumoniae,P.aeruginosa,and A.baumannii showed a slightly decreasing trend.This finding suggests that strengthening bacterial resistance surveillance and multidisciplinary linkage are important for preventing the occurrence and development of bacterial resistance.
9.Comparative Study on the Immunogenicity and Efficacy of Different Post-exposure Intramuscular Rabies Vaccination Regimens in China
Yun SONG ; Ying HE ; Xin Xue LU ; Mei Xiao ZHANG ; Lin XIAO JIANG ; Qing SONG ; Yong Xue HUANG ; Xia Hong MA ; Cheng Peng YU ; Yang Wu ZHU
Biomedical and Environmental Sciences 2024;37(2):178-186
Objective This study aimed to compare the current Essen rabies post-exposure immunization schedule(0-3-7-14-28)in China and the simple 4-dose schedule(0-3-7-14)newly recommended by the World Health Organization in terms of their safety,efficacy,and protection. Methods Mice were vaccinated according to different immunization schedules,and blood was collected for detection of rabies virus neutralizing antibodies(RVNAs)on days 14,21,28,35,and 120 after the first immunization.Additionally,different groups of mice were injected with lethal doses of the CVS-11 virus on day 0,subjected to different rabies immunization schedules,and assessed for morbidity and death status.In a clinical trial,185 rabies-exposed individuals were selected for post-exposure vaccination according to the Essen schedule,and blood was collected for RVNAs detection on days 28 and 42 after the first immunization. Results A statistically significant difference in RVNAs between mice in the Essen and 0-3-7-14 schedule groups was observed on the 35th day(P<0.05).The groups 0-3-7-14,0-3-7-21,and 0-3-7-28 showed no statistically significant difference(P>0.05)in RVNAs levels at any time point.The post-exposure immune protective test showed that the survival rate of mice in the control group was 20%,whereas that in the immunization groups was 40%.In the clinical trial,the RVNAs positive conversion rates on days 28(14 days after 4 doses)and 42(14 days after 5 doses)were both 100%,and no significant difference in RVNAs levels was observed(P>0.05). Conclusion The simple 4-dose schedule can produce sufficient RVNAs levels,with no significant effect of a delayed fourth vaccine dose(14-28 d)on the immunization potential.
10.Research on Cost Control of Hospital Administrative Functional Departments Based on HRP+BSC
Wanhui ZHENG ; Weihua YANG ; Li YANG ; Yun ZHANG ; Ying CHEN ; Kesi WANG ; Linlin JIANG ; Lin PENG
Chinese Hospital Management 2024;44(6):65-68
Objective to analyze the Budget Execution Rate of administrative departments in sample hospitals,and to realize the cost control of Budget performance integration with Balanced Score Card(BSC)Financial Dimension Quantitative Assessment.Methods The budget and execution data of 23 administrative departments were collected from January to June in the sample 2023.The budget execution rate was calculated and cleaned,and the data were segmented by histogram.Using the financial dimension 25 to divide by the total number of items in each department's budget to obtain the scoreof each item in each department,and using the interpolation method to calculate the cost scores of each department,then into the performance appraisal.Results(1)Each item score should be multiplied by item coefficient,and then sum up;(2)The total score of self-executing Project+the total score of centralized executing project.(3)Cost score:1 the scores of 8 departments of non-homing items were 5.54~15.76,2 the scores of 15 departments of homing items were 7.68~17.06.Conclusion It adopts the concept of BSC and Hospital Resource Planning as the cost control of administrative departments to make up for the lack of qualitative and quantitative BSC;can focus on monitoring the dispersion of large data;histogram score results of segmentation objective and easy to operate,makes the interpolation calculation more credible.In a word,it provides quantitative ideas and methods in the aspects of different responsibilities and difficult performance evaluation.

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