1.Incentive and constraint factors and optimization strategies for artificial intelligence application in pharmacy based on TAM-TOE-DOI integrated framework
Jian YANG ; Zhichu LI ; Weili ZHAO ; Xiaoyi YU ; Ming XU
China Pharmacy 2026;37(11):1478-1484
OBJECTIVE Identify the incentive and constraint factors of artificial intelligence (AI) application in the pharmaceutical field, and promote the application of AI in the field of pharmacy. METHODS Based on the technology acceptance model (TAM), technology-organization-environment (TOE) framework, and diffusion of innovation theory (DOI), a TAM-TOE-DOI integrated framework was constructed through a four-stage research process of “theoretical review → dimension mapping → mechanism integration → proposition development”. Combining the analytical pathways of the above three theories in AI application in pharmacy with the integration mechanisms and core propositions of the TAM-TOE-DOI, literature review and deductive reasoning were employed to systematically identify the incentive and constraint factors of AI application in pharmacy from three levels:micro (TAM), meso (TOE), and macro (DOI), and to propose optimization strategies. RESULTS & CONCLUSIONS At the micro level, the efficiency transformation and quality improvement brought by AI technology were the main incentive factors for perceived usefulness, while technological complexity and algorithmic opacity were the main constraint factors for perceived ease of use. At the meso level, the completeness of technological infrastructure, the strength of top management support and innovation climate, as well as external institutional pressure and competitive driving forces were the core incentive factors, whereas scarcity of organizational resources and talent shortage were the main constraint factors. At the macro level, relative advantage and observability were typical incentive factors, while technological complexity was a typical constraint factor. China’s health administration, medical insurance authorities, and other relevant departments should coordinate efforts at the macro, meso, and micro levels to advance AI application in pharmacy: optimizing human-computer interaction and implementing tiered training programs at the micro level; reinforcing organizational support systems and capacity building at the meso level; dismantling data barriers and building social trust at the macro level. Differentiated implementation pathways should be developed for medical institutions at different tiers.
2.Standardized diagnostic practice and analysis of occupational carpal tunnel syndrome
Xiaoyi LI ; Li HUANG ; Xiao ZHANG ; Junle WU ; Kankan DENG ; Bin XIAO ; Lihua XIA
China Occupational Medicine 2026;53(2):201-206
Objective To analyze the core elements of standardized diagnosis of occupational carpal tunnel syndrome (OCTS). Methods Data of first reported OCTS case in Guangdong Province were retrospectively analyzed, including occupational exposure history, clinical manifestations, auxiliary examinations, and on-site occupational health investigation results. Furthermore, standardized diagnostic approaches for such occupational diseases were explored. Results The patient worked in a garment manufacturing enterprise, engaged in fabric cutting. The patient had a occupational history of at least three consecutive years of repetitive right wrist work, holding a 15.2 kg electric cutting tool for a cumulative 6.6 hours per day, with awkward wrist movements repeated 13 times per minute. Clinical symptoms included numbness and reduced muscle strength in the areas of median nerve distribution of the right hand, which were aggravated during work and relieved after rest. Physical examination showed inability of right hand to perform fine motor opposition movements of the thumb with the index, middle, and ring fingers; decreased tactile, pain, vibration, graphesthesia, and kinesthetic sensations below the right wrist; and positive Tinel′s sign over the median nerve at the wrist crease level, Phalen′s test, and reverse Phalen′s test of right wrist. Both wrist high-frequency color Doppler ultrasonography and nerve conduction studies and electromyography indicated damage to the right median nerve. However, only the findings from high-frequency color Doppler ultrasonography of the wrist meet the diagnostic criteria specified in GBZ 336-2025 Diagnostic Standard for Occupational Carpal Tunnel Syndrome. On-site occupational health investigation confirmed that the work involved typical repetitive wrist work, and three co-workers in similar positions exhibited comparable symptoms. The case was ultimately diagnosed as OCTS. Conclusion The definitive diagnosis of OCTS requires comprehensive evaluation of four core elements: a clear occupational exposure history, typical clinical symptoms and signs, characteristic objective examination findings, and quantitative on-site occupational health investigation data. Only when these four elements corroborate each other and non-occupational causative factors are excluded can a definitive diagnosis be made.
3.Exploration of regular assessment management model for occupational disease diagnosticians in Guangdong Province
Xiaoyi LI ; Li HUANG ; Lin XU ; Lijun YE ; Zhengdu LAI ; Bin LI ; Xijin SHE ; Lihua XIA ; Shijie HU
China Occupational Medicine 2026;53(1):108-112
Occupational disease diagnostician (ODD) is the core technology professional who is responsible for occupational disease diagnosis and identification and the main inspection work for occupational medical examination. The implementation of regular assessment management for ODDs is a key component of standardized workforce management, which facilitates dynamic evaluation of professional competence, regulation of medical practice, and assurance of medical safety. Since January 2025, Guangdong Province has implemented regular assessment management for ODDs within its administrative region. The assessment adopts an integrated model consisting of three components including professional competency evaluation, performance appraisal, and professional ethics evaluation, with each assessment cycle lasting three years. ODDs who passed all three components are classified as qualified ODD, whereas those who failed to pass any one of the three components result in an unqualified assessment outcome. In the implementation of ODD regular assessment management, Guangdong Province has emphasized integrating assessment with quality evaluation, strengthening full-cycle supervision of ODDs′ professional conduct, optimizing assessment strategies for special groups of ODDs, and reinforcing the primary management responsibility of medical institutions. Meanwhile, ODDs′ professional competence, service quality, and professional integrity have been continuously promoted by adopting human-computer interactive assessments, information-based assessment management, and "elimination" mechanism.
4.Optimization of techniques for foreign body removal in the oral and maxillofacial region based on anatomical sites and analy-sis of clinical experience
Xiaoru HOU ; Xiaotao XING ; Lifeng LI ; Jiangtao CUI ; Xiaoyi HU
STOMATOLOGY 2025;45(9):649-654
Objective To explore and summarize the locations,clinical manifestations,and treatment strategies of foreign bodies in the oral and maxillofacial region(FBOMR)among patients treated in our hospital,providing clinical insights and references for the pre-vention and management of FBOMR.Methods A retrospective analysis was conducted on the clinical data of 17 FBOMR patients hos-pitalized in our hospital from May 2022 to May 2024.The demographic information,etiology of injury,characteristics of foreign bodies,extraction methods,surgical duration,complications,and follow-up outcomes were analyzed.Differences in treatment strategies among patients with varying injury patterns were compared.Results The average age of the 17 FBOMR patients was(45.71±18.19)years old,with a male to female ratio of 1∶0.7.Etiological analysis revealed:iatrogenic causes(58.82%,10/17),occupational exposure(23.53%,4/17),and accidental injuries(17.65%,3/17).Secondary infections occurred in 64.71%(11/17)of cases during foreign body retention.All cases underwent successful surgical removal,with the following approaches:conventional surgery(64.71%,11/17),computer navigation-assisted surgery(29.41%,5/17),and endoscope-assisted surgery(5.88%,1/17).Compared to the conventional group,computer navigation-assisted surgery significantly reduced intraoperative trauma(P<0.05).Conclusion Retained FBOMR poses serious risks to patients'physical and mental health.Surgical intervention remains the gold standard for clinical manage-ment.Precise three-dimensional localization and minimally invasive techniques,such as computer-assisted navigation and endoscopy,are recommended to minimize tissue damage and improve outcomes.
5.Continuous low-intensity pulsed ultrasound combined with microbubble cavitation therapy promoting microcirculatory perfusion in ischemic skeletal muscle of mice:a preliminary result
Yijia LIU ; Xiaoyi TANG ; Shangze LI ; Jiaqi ZHAO
Academic Journal of Naval Medical University 2025;46(3):336-343
Objective To evaluate the promoting effect of continuous low-intensity pulsed ultrasound(LIPUS)combined with microbubble(MB)cavitation therapy(hereinafter referred to as ultrasound cavitation therapy)on microcirculatory perfusion in the ischemic hindlimbs of mice,and to explore the non-invasive therapeutic potential of this treatment for limb arterial ischemic injury.Methods A mouse model of left hindlimb ischemia was established,and the mice were randomly assigned to 4 groups(16 mice per group)according to different treatment methods:model group,ultrasound contrast microbubble group(MB group),LIPUS treatment group(LIPUS group),and ultrasound cavitation therapy group(LIPUS+MB group).Mice in the model group were injected with 0.1 mL of normal saline via the tail vein,those in the MB group were injected with 0.1 mL of MB via the tail vein,those in the LIPUS group were treated with LIPUS on the ischemic hindlimb after injection of 0.1 mL of normal saline via the tail vein,and those in the LIPUS+MB group were treated with LIPUS on the ischemic hindlimb after injection of 0.1 mL of MB via the tail vein;each group was injected once a day for a total of 7 d.On the 1st,4th and 7th days after treatment,the microcirculatory perfusion in the ischemic hindlimbs of mice was evaluated using contrast-enhanced ultrasound.The effects of different treatments on promoting microcirculatory perfusion in the ischemic hindlimbs of mice were assessed by combining hematoxylin-eosin(H-E)staining and CD31 immunohistochemical staining of the gastrocnemius muscle tissue in the hindlimbs.Results The left hindlimb ischemia model was successfully constructed,and all model mice showed obvious ischemic microcirculation perfusion disorders with good model stability.After the 7th day of treatment,the LIPUS+MB group showed a increase in microcirculation perfusion in the ischemic hindlimb,with the ratio of microvascular flow on the ischemic to non-ischemic sides higher than that of the LIPUS group([94.33±4.51]%vs[70.33±2.09]%,P<0.05).H-E staining results showed that the LIPUS+MB group had more newly formed capillaries and myofibroblasts in the gastrocnemius muscle,with better muscle structure repair compared to the LIPUS group,while the model group and MB group showed muscle cell necrosis,disorganized arrangement of muscle bundles,and sparse capillaries.CD31 immunohistochemical analysis further confirmed that ultrasonic cavitation therapy significantly outperformed traditional LIPUS treatment in promoting microcirculation perfusion,microvascular neogenesis,and tissue repair in ischemic skeletal muscles(CD31 relative expression level 5.03±0.33 vs 3.57±0.21,P<0.01).Conclusion Compared with single LIPUS treatment,continuous ultrasound cavitation therapy has a more significant effect on promoting microcirculation perfusion in the ischemic hindlimb of mice,which provides a new strategy for microcirculatory perfusion disorders in skeletal muscles of limbs caused by peripheral arterial ischemic diseases.
6.Pathological diagnosis of solid pancreatic lesions with endoscopic ultrasound-guided fine needle aspiration: a series study of 311 cases
Xiaoxiao WEN ; Xiaoyi LIU ; Jinfeng CUI ; Lichao ZHANG ; Wenxuan LIU ; Haiyan YANG ; Yuan WANG ; Li YI ; Lei LOU ; Juan WANG ; Yuehong LI ; Wenxin WU ; Xianghong ZHANG
Chinese Journal of Pathology 2025;54(1):52-58
Objective:To investigate the combined application of cytology, cell block histology and immunohistochemistry to improve the diagnostic accuracy of solid pancreatic lesions in endoscopic ultrasound-guided fine needle aspiration (EUS-FNA) samples.Methods:The pathological data of EUS-FNA in 311 cases of solid pancreatic lesions submitted to the Second Hospital of Hebei Medical University, Shijiazhuang, China from May 2019 to September 2023 were retrospectively analyzed. The cases included pancreatic ductal adenocarcinoma (PDAC, 172 cases), solid pseudopapillary neoplasm (SPN, 12 cases), neuroendocrine tumors (PNET, 14 cases) and chronic pancreatitis (113 cases). The cytological features of smears, the histology of cell block sections and the diagnostic markers in PDAC, SPN and PNET were analyzed. The diagnostic accuracies of cytology, cell block histology/immunohistochemistry and combination of the two methods for classifying these pancreatic solid lesions were evaluated.Results:Irregular arrangement of atypical (cancer) cells, anisonucleosis and nuclear atypia were the typical cytological features of PDAC, while presence of pseudopapillae with a myxoid/hyalinized fibrovascular core and low adhesion/salt-and-pepper chromatin were diagnostic features of SPN and NET, respectively. Immunohistochemical results showed that CK7 and CK19 were the most sensitive markers of pancreatic ductal epithelia, and the diffuse strong expression of S-100P (102/111, 91.9%) and aberrant expression of p53 (80/111, 72.1%) were important immunophenotypic markers of PDAC. Various degrees of CDX2 expression could be found in 66.4% PDAC. The expression of CD10, PR, vimentin, CD99 and cyclinD1 and the aberrant expression of β-catenin were the immunophenotypic features of SPN, while the expression of CgA, Syn and CD56 were indispensable immunemarkers for the diagnosis of PNET. Overall, cytology had higher sensitivity than cell block histology (93.9% versus 82.8%) and lower specificity (92.9% versus 99.1%), while the combination of the two methods significantly improved the sensitivity to 96.9% in solid pancreatic lesions. The combination of cytology and cell block histology could significantly improve the diagnostic efficacy of EUS-FNA in PDAC.Conclusions:Integrated diagnosis based on cytology (including rapid on-site evaluation), cell block histology and immunohistochemical findings could significantly improve the diagnostic yield of EUS-FNA in classifying solid pancreatic lesions.
7.Assessment of the predictive value of ultrasound imaging characteristics combined with clinical indicators for the prognosis of pancreatic ductal adenocarcinoma
Hua LIANG ; Ke LYU ; Yang GUI ; Xueqi CHEN ; Tianjiao CHEN ; Li TAN ; Menghua DAI ; Weibin WANG ; Junchao GUO ; Qiang XU ; Huanyu WANG ; Xiaoyi YAN ; Wanying JIA ; Yuming SHAO
Chinese Journal of Preventive Medicine 2025;59(10):1748-1755
Objective:To explore the value of ultrasound imaging characteristics combined with clinical indicators in assessing the prognosis of patients with pancreatic ductal adenocarcinoma (PDAC).Methods:A retrospective analysis was conducted for patients who underwent pancreatic contrast-enhanced ultrasound (CEUS) from September 2017 to October 2023 at Peking Union Medical College Hospital and were diagnosed with PDAC based on pathological findings. Various parameters were recorded, including CA19-9 levels, tumor size, location, morphologic features, echogenicity, presence of internal cystic components, dilatation of the main pancreatic duct, peripheral vascular invasion, CEUS characteristics, presence or absence of liver metastasis, and treatment methods. In April 2024, patient survival information was obtained through telephone follow-up or review of medical records. Based on the results of the cox regression model analysis, a nomogram model of the risk of death was developed. The receiver operating characteristic (ROC) curves were applied to evaluate the predictive efficacy of the model. The calibration curves were plotted to evaluate the accuracy of the model, and clinical decision curves were used to evaluate the clinical benefit of the model.Results:This study included a total of 207 patients with PDAC. As of April 2024, 71 patients were alive and 136 died, with a median survival time of 14 months (95% CI: 12 -17). Multivariate analysis confirmed that the elevated CA19-9 ( HR=1.689, 95% CI: 1.102-2.588), tumor size >4 cm ( HR=1.641, 95% CI: 1.159-2.322), taller-than-wide shapes ( HR=1.450, 95% CI: 1.019-2.065), incomplete hypo-enhancement ( HR=1.618, 95% CI: 1.100-2.380), and liver metastasis ( HR=1.687, 95% CI: 1.175-2.423) were independent risk factors for survival in patients with PDAC. A nomogram model was further constructed for 6-month, 12-month and 3-year survival of patients with PDAC. The areas under the ROC curve were 0.679, 0.705 and 0.815, respectively. The calibration curves suggested that the model was more accurate, and the clinical decision curves showed that the model had a better clinical benefit. Conclusion:The combined use of ultrasound imaging characteristics and clinical indicators could effectively predict the prognosis of PDAC patients. Specifically, tumor size >4 cm, taller-than-wide shapes, incomplete hypo-enhancement, elevated CA19-9, and the presence of liver metastasis are correlated with poorer survival outcomes. The nomogram model constructed on the basis of these factors can be used to assess the survival of patients with PDAC.
8.Reliability and validity testing for manager post competency evaluation scale in central sterile supply department based on iceberg model
Juan ZHOU ; Dongling LIU ; Li HONG ; Caixia YANG ; Xiaoyi HUANG ; Jiayi SHAO
Chinese Journal of Nosocomiology 2025;35(19):3005-3009
OBJECTIVE To analyze the manager post competency evaluation scale in central sterile supply depart-ment based on the iceberg model and test its reliability and validity.METHODS A pool of items was constructed based on literature research and semi-structured interviews.The scale was further refined through expert meetings and a pilot survey.A convenience sampling method was used to select 362 managers from central sterile supply de-partments in medical institutions at various levels in Hunan Province in Jan.2024 as survey subjects.Question-naires were administered,and the reliability and validity of the scale were tested.RESULTS The final version of the scale encompassed five dimensions:personal traits,management abilities,professional abilities,other abili-ties,professional knowledge and skills,with a total of 39 items.The item-level validity coefficients of the scale ranged from 0.83 to 1.00,and the content validity index was 0.93.Exploratory factor analysis revealed a Bartlett's test value of 4 723.828(P<0.001),a KMO test coefficient of 0.937 and a cumulative variance explanation rate of 74.34%for the five common factors.Confirmatory factor analysis results indicated that the root mean square error of approximation(RSEMA)was<0.08,the root mean square residual(RMR)was<0.05,and both the incre-mental fit index(IFI)and comparative fit index(CFI)were>0.9.The Cronbach's α coefficient of the scale was 0.977,the split-half reliability was 0.955,and the test-retest reliability was 0.952.CONCLUSIONS The manager post competency evaluation scale in central sterile supply departments developed in this study demonstrates rela-tively good reliability and validity.It can effectively evaluate manager post competency and provide references for improving related evaluation systems and optimizing training programs.
9.Ancient data mining on drug characteristics of knee osteoarthritis
Zihan MENG ; Yueyue YU ; Xiaoyi SHI ; Xinyu MA ; Dingding WU ; Xu ZHANG ; Heyi LI ; Jingya WANG ; Liyuan ZHANG ; Heli ZHAO
China Modern Doctor 2025;63(12):1-4,48
Objective To analyze ancient prescriptions for knee osteoarthritis(KOA),and explore their application patterns,for providing clinical reference value.Methods Prescriptions were collected from ancient documents,and a database was created by using Excel 2016 for frequency analysis.Association rules and hidden structures were analyzed by using SPSS Modeler 18.0 and Lantern 5.0.Results A total of 373 prescriptions and 421 herbs were collected,with 3894 times of frequency of medication.Danggui was the most frequently used herb.Herbs primarily tonified deficiencies,relieved exterior symptoms,and expelled wind-dampness,with warm properties and pungent,sweet,or bitter tastes,mainly targeting the spleen and kidney meridians.Thirteen strong association rules were identified,including Chuanxiong+Niuxi-Danggui,and Bixie-Niuxi.Hidden structure analysis revealed 10 variables,leading to 4 clusters and 4 core prescriptions.Common syndromes included wind-damp,wind-cold-damp,wind-damp-heat,and qi-blood deficiency.Conclusion The treatment of KOA in ancient literature focuses on dispelling wind and removing dampness,taking into account both positive deficiency and evil excess,flexible use of tonifying spleen and kidney,clearing dampness-heat,tonifying Qi and blood and other drugs.
10.The prediction of MR angiography collateral circulation score on one-year outcome in acute vertebrobasilar artery occlusion patients
Shanshan HUANG ; Bofeng BAI ; Pan LIU ; Yongbin LI ; Xiaoyi DUAN
Journal of Practical Radiology 2025;41(4):554-559
Objective To investigate the relationship between pre-treatment collateral circulation and long-term clinical outcomes in patients with acute vertebrobasilar artery occlusion(VBAO)undergoing endovascular treatment(EVT).Methods A retrospective analysis was conducted on 129 VBAO patients who underwent EVT.Patients were categorized into short-term(90 d)and long-term(1 year)outcome groups based on follow-up duration.Clinical data were collected,and the posterior circulation collateral score(PC-CS)based on magnetic resonance angiography(MRA)was evaluated.Inter-rater reliability of the MRA PC-CS was evaluated using Cohen's Kappa coefficient.The predictive value of MRA PC-CS for outcomes was analyzed using receiver operating characteristic(ROC)curves.Multivariate logistic regression analysis was employed to identify independent predictors of long-term outcomes.Results A total of 109 patients were included in the long-term follow-up,with 78 survivors and 31 deaths.The MRA PC-CS demonstrated high diagnostic efficacy for predicting long-term outcomes,with an area under the curve(AUC)of 0.85[95%confidence interval(CI)0.78-0.92,P<0.000 1],with an optimal cutoff value of 5 points.Multivariate logistic regression analysis revealed that age[odds ratio(OR)1.07,95%CI 1.02-1.13,P=0.005],admission National Institutes of Health Stroke Scale(NIHSS)score(OR 1.08,95%CI 1.02-1.14,P=0.01),occipital lobe infarction(OR 3.96,95%CI 1.25-12.56,P=0.02),and MRA PC-CS≤5 points(OR 0.23,95%CI 0.06-0.84,P=0.03)were independent predictors of long-term outcomes.Conclusion The MRA PC-CS can independently predict adverse long-term functional outcomes in VBAO patients.

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