Renal lymphatic vessel density is clinically relevant in kidney disease but is still assessed by slow, subjective visual estimation. We evaluated a weakly supervised, attention-based multiple-instance learning framework for automated detection and quantification of renal lymphatic vessel density on D2-40-stained whole-slide images (WSIs). Methods: Two independent internal datasets from Tongji Hospital were collected, including 198 cases of chronic kidney disease (CKD) and 50 cases of hypertensive nephropathy (HTN). All biopsies were immunohistochemically stained for D2-40 and digitized as WSIs. Pathologists provided only slide-level labels (D2-40 high vs. D2-40 low). Tissue regions were automatically segmented, tiled into patches, and encoded using a pretrained convolutional neural network. Patch embeddings were then analyzed with a clustering-constrained attention multiple-instance learning (CLAM) model. Unlike conventional multiple-instance learning (MIL) methods that only weight instances, CLAM jointly performs attention-based instance selection and instance-level clustering to distinguish positive from negative evidence within each slide, yielding more discriminative slide-level features and interpretable attention maps. Performance was compared with a classic MIL model trained on the same features. Results: CLAM achieved area under the receiver operating characteristic curves of 0.942 and 0.858 on the CKD and HTN datasets, respectively, outperforming classic MIL (0.866 and 0.801). Attention maps highlighted lymphatic-rich regions consistent with renal pathologists’ assessments. Conclusions: This clustering-constrained, attention-based weakly supervised framework enables fully automated, reproducible quantification of renal lymphatic vessel density from WSIs, providing renal pathologists with rapid visual and numerical support for diagnosis and risk stratification in CKD and HTN.

Purpose: The aim of this study was to investigate the feasibility of an intelligent handheld ultrasound (US) device for assisting non-expert general practitioners (GPs) in detecting carotid plaques (CPs) in community populations. Methods: This prospective parallel controlled trial recruited 111 consecutive community residents. All of them underwent examinations by non-expert GPs and specialist doctors using handheld US devices (setting A, setting B, and setting C). The results of setting C with specialist doctors were considered the gold standard. Carotid intima-media thickness (CIMT) and the features of CPs were measured and recorded. The diagnostic performance of GPs in distinguishing CPs was evaluated using a receiver operating characteristic curve. Inter-observer agreement was compared using the intragroup correlation coefficient (ICC). Questionnaires were completed to evaluate clinical benefits. Results: Among the 111 community residents, 80, 96, and 112 CPs were detected in settings A, B, and C, respectively. Setting B exhibited better diagnostic performance than setting A for detecting CPs (area under the curve, 0.856 vs. 0.749; P<0.01). Setting B had better consistency with setting C than setting A in CIMT measurement and the assessment of CPs (ICC, 0.731 to 0.923). Moreover, measurements in setting B required less time than the other two settings (44.59 seconds vs. 108.87 seconds vs. 126.13 seconds, both P<0.01). Conclusion Using an intelligent handheld US device, GPs can perform CP screening and achieve a diagnostic capability comparable to that of specialist doctors.

Purpose: The aim of this study was to investigate the feasibility of an intelligent handheld ultrasound (US) device for assisting non-expert general practitioners (GPs) in detecting carotid plaques (CPs) in community populations. Methods: This prospective parallel controlled trial recruited 111 consecutive community residents. All of them underwent examinations by non-expert GPs and specialist doctors using handheld US devices (setting A, setting B, and setting C). The results of setting C with specialist doctors were considered the gold standard. Carotid intima-media thickness (CIMT) and the features of CPs were measured and recorded. The diagnostic performance of GPs in distinguishing CPs was evaluated using a receiver operating characteristic curve. Inter-observer agreement was compared using the intragroup correlation coefficient (ICC). Questionnaires were completed to evaluate clinical benefits. Results: Among the 111 community residents, 80, 96, and 112 CPs were detected in settings A, B, and C, respectively. Setting B exhibited better diagnostic performance than setting A for detecting CPs (area under the curve, 0.856 vs. 0.749; P<0.01). Setting B had better consistency with setting C than setting A in CIMT measurement and the assessment of CPs (ICC, 0.731 to 0.923). Moreover, measurements in setting B required less time than the other two settings (44.59 seconds vs. 108.87 seconds vs. 126.13 seconds, both P<0.01). Conclusion Using an intelligent handheld US device, GPs can perform CP screening and achieve a diagnostic capability comparable to that of specialist doctors.

Purpose: The aim of this study was to investigate the feasibility of an intelligent handheld ultrasound (US) device for assisting non-expert general practitioners (GPs) in detecting carotid plaques (CPs) in community populations. Methods: This prospective parallel controlled trial recruited 111 consecutive community residents. All of them underwent examinations by non-expert GPs and specialist doctors using handheld US devices (setting A, setting B, and setting C). The results of setting C with specialist doctors were considered the gold standard. Carotid intima-media thickness (CIMT) and the features of CPs were measured and recorded. The diagnostic performance of GPs in distinguishing CPs was evaluated using a receiver operating characteristic curve. Inter-observer agreement was compared using the intragroup correlation coefficient (ICC). Questionnaires were completed to evaluate clinical benefits. Results: Among the 111 community residents, 80, 96, and 112 CPs were detected in settings A, B, and C, respectively. Setting B exhibited better diagnostic performance than setting A for detecting CPs (area under the curve, 0.856 vs. 0.749; P<0.01). Setting B had better consistency with setting C than setting A in CIMT measurement and the assessment of CPs (ICC, 0.731 to 0.923). Moreover, measurements in setting B required less time than the other two settings (44.59 seconds vs. 108.87 seconds vs. 126.13 seconds, both P<0.01). Conclusion Using an intelligent handheld US device, GPs can perform CP screening and achieve a diagnostic capability comparable to that of specialist doctors.

Objective:To test the reliability and validity of the ADHD self-report scale-revised (ASRS-R) among Chinese children aged 8-14 and provide preliminary evidence for the use of ASRS-R as a tool for identifying attention deficit hyperactivity disorder (ADHD) symptoms in Chinese children aged 8-14 years.Methods:In October 2023, elementary school students aged 8-14 from five elementary school in Shenzhen were selected for the survey through convenience sampling. The subjects were tested using ASRS-R and strengths and difficulties questionnaire (SDQ). Among them, exploratory factor analysis and item analysis were conducted on sample 1 ( n=1 558), confirmatory factor analysis, calibration correlation validity and reliability analysis were conducted on sample 2 ( n=1 648), and retest reliability analysis was conducted on sample 3 ( n=300).The data was subjected to item analysis, exploratory factor analysis, confirmatory factor analysis, calibration correlation validity and reliability analysis by SPSS 25.0 and AMOS 23.0 softwares. Results:Exploratory factor analysis showed that the KMO value was 0.947, the cumulative variance contribution was 41.061%, and the loadings for the entries ranged from 0.454 to 0.697.The confirmatory factor analysis showed a good fit of the two-factor model ( χ2/ df=3.355, CFI=0.959, TLI=0.952, RMSEA=0.038, SRMR=0.029, AGFI=0.962, NFI=0.943, IFI=0.952), and was applicable to primary school students of different grades and genders. The internal consistency coefficients of the total scale, the dimensions of inattention and hyperactive/impulsivity were 0.876, 0.815, 0.769, respectively and the retest reliability of total scale was 0.984. Item analysis showed that the correlation coefficients between the score of each item and the total score of the scale ranged from 0.503 to 0.663(all P<0.01). Conclusion:The ASRS-R has good reliability and validity and is suitable for the identification of ADHD behavior in Chinese children aged 8-14.

Objective:The predictive value of oxidized low density lipoprotein(ox-LDL)and electrocardiogram(ECG)ischaemia grade for major adverse cardiovascular events(MACE)in patients with ST elevation myocardial infarction(STEMI)after percutaneous coronary intervention(PCI)was assessed by a retrospective cohort study de-sign.Methods:A total of 336 STEMI patients admitted to Cangzhou People's Hospital between October 2019 and May 2022 were selected,and the medical record information was obtained through the hospital medical record sys-tem,and all patients received PCI and physician-recommended basic treatment.With occurrence of MACE with in 12-month follow-up as the evaluation index,they were divided into MACE group(n=65)and no MACE group(n=271).Multifactorial Logistic regression model was used to study the influencing factors of MACE after PCI in STEMI patients,and Spearman test for association of ox-LDL level,ECG ischaemia grade with MACE after PCI.ROC curve was used to evaluate the predictive efficacy of ox-LDL,ECG ischaemia grade and their combination for MACE after PCI.Results:The overall MACE incidence was 19.35％.Compared with patients in no MACE group,those in MACE group had significant higher ox-LDL level[46.34(29.46,66.29)U/L vs.33.00(23.02,50.03)U/L]and proportion of ECG grade Ⅲ ischaemia(64.62％vs.42.80％)(P＜0.01 all).Multifactorial Logistic re-gression analysis showed that ox-LDL(OR=1.022,95％CI 1.011～1.033,P=0.001)and ECG grade Ⅲ ischae-mia(OR=1.878,95％CI 1.007～3.504,P=0.048)were the independent risk factors of post-PCI MACE in STEMI patients.Spearman test showed that ox-LDL and ECG grade Ⅲ ischaemia were positively correlated with post-PCI MACE(r=0.209,0.173,P＜0.001 all).ROC curve analysis showed that the AUCs of ox-LDL,ECG grade Ⅲ ischaemia and their combination in predicting post-PCI MACE were respectively 0.653(95％CI 0.599～0.704),0.609(95％CI 0.555～0.662)and 0.758(95％CI 0.709～0.803),in which the predictive value of the combination of the two was significantly higher than any single detection(Z=2.030,3.097,P=0.042,0.002).Conclusion:ox-LDL combined with ECG ischaemia grading has a high predictive value for the occurrence of MACE with in 12 months after PCI in STEMI patients.

Objective:To investigate the effect of risk forewarning hierarchical management on mental state,major adverse cardiovascular events(MACE)and quality of life in patients with acute coronary syndrome after percutane-ous coronary intervention(PCI).Methods:This randomized controlled study enrolled 152 patients with acute coro-nary syndrome who underwent PCI in the First Hospital of Qinhuangdao between July 2021 and June 2023.Patients were randomly divided into control group(n=76,conventional intervention program)and intervention group(n=76,additional risk forewarning hierarchical management).After 3-month intervention,mental state[Hamilton anxiety scale(HAMA)and Hamilton depression scale(HAMD)scores],health literacy[perceived knowledge scale for coronary heart diseases(PKS-CHD)score],quality of life[Seattle angina questionnaire(SAQ)score]and in-cidence of MACE were compared between the two groups.Results:Compared to those in the control group,patients in the intervention group had significantly higher total score of PKS-CHD[(35.08±3.59)points vs.(30.53±3.85)points],SAQ dimensional scores of physical limitation[(15.24±1.73)points vs.(13.26±1.45)points],an-ginal stability[(16.84±1.39)points vs.(15.18±1.48)points],disease perception[(17.00±1.46)points vs.(14.34±1.93)points],anginal frequency[(18.55±1.18)points vs.(16.11±1.39)points]and treatment satis-faction[(17.12±1.45)points vs.(14.04±1.93)points](P＜0.001 all),and significantly lower HAMA score[(11.89±1.64)points vs.(13.55±1.56)points],HAMD score[(12.61±1.76)points vs.(16.42±1.92)points]and the incidence of MACE(8.00％vs.28.38％)(P＜0.001 all).Conclusion:Risk forewarning hierarchical man-agement may effectively relieve patients'negative emotions,improve their health literacy and quality of life,and significantly reduce the risk of MACE in patients with acute coronary syndrome after PCI.

Objective To investigate iodine content in drinking water and clarify the distribution characteristics of iodine in water in Shaanxi Province.Methods A cross-sectional survey method was used to collect water samples from administrative villages in the province.Two tap water samples were taken from the centralized water supply villages,and 10％samples were taken from the decentralized water supply villages.Water iodine was detected by arsenic cerium catalytic spectrophotometry.Water iodine areas were divided according to national standards:＜40 μg/L was iodine deficiency area,40-100 μg/L was iodine adequate area,＞100 μg/L was high iodine area.According to the ecological regionification scheme of the Chinese Academy of Sciences,Shaanxi Province was divided into three types:the central and eastern Inner Mongolia Platea-Loess Plateau ecological region,the Fenwei Basin ecological region,and the Qinba Mountains ecological region.SPSS 25.0 was used for statistical analysis.Results The median of water iodine in Shaanxi Province was 6.66 μg/L.The survey of water iodine content was conducted in 22 848 administrative villages,1 309 townships,112 counties and 14 municipalities in the whole province.The median water iodine was less than 40 μg/L in 91.75％(20 963/22 848)of the administrative villages,between 40 and 100 μg/L in 7.40％(1 691/22 848)of the administrative villages,and more than 100 μg/L in 0.85％(194/22 848)of the administrative villages.The median of water iodine in the central and eastern Inner Mongolia Platea-Lose Plateau ecological zone,the Fenwei Basin ecological zone,and Qinba Mountains ecological zone was 12.35,8.88,and 2.00 μg/L,respectively,and the differences among different ecological zones were statistically significant(H=6 616.23,P＜0.001).The median of water iodine of centralized and decentralized water supply was 6.72 and 6.21 μg/L,respectively,and differences between different water supply methods were statistically significant(Z=5.638,P＜0.01).Conclusion The overall external environment of Shaanxi Province is iodine deficient,and most of the administrative villages are iodine deficient areas.There are a certain proportion of high iodine water source areas and suitable iodine areas.

Objective:To test the reliability and validity of the ADHD self-report scale-revised (ASRS-R) among Chinese children aged 8-14 and provide preliminary evidence for the use of ASRS-R as a tool for identifying attention deficit hyperactivity disorder (ADHD) symptoms in Chinese children aged 8-14 years.Methods:In October 2023, elementary school students aged 8-14 from five elementary school in Shenzhen were selected for the survey through convenience sampling. The subjects were tested using ASRS-R and strengths and difficulties questionnaire (SDQ). Among them, exploratory factor analysis and item analysis were conducted on sample 1 ( n=1 558), confirmatory factor analysis, calibration correlation validity and reliability analysis were conducted on sample 2 ( n=1 648), and retest reliability analysis was conducted on sample 3 ( n=300).The data was subjected to item analysis, exploratory factor analysis, confirmatory factor analysis, calibration correlation validity and reliability analysis by SPSS 25.0 and AMOS 23.0 softwares. Results:Exploratory factor analysis showed that the KMO value was 0.947, the cumulative variance contribution was 41.061%, and the loadings for the entries ranged from 0.454 to 0.697.The confirmatory factor analysis showed a good fit of the two-factor model ( χ2/ df=3.355, CFI=0.959, TLI=0.952, RMSEA=0.038, SRMR=0.029, AGFI=0.962, NFI=0.943, IFI=0.952), and was applicable to primary school students of different grades and genders. The internal consistency coefficients of the total scale, the dimensions of inattention and hyperactive/impulsivity were 0.876, 0.815, 0.769, respectively and the retest reliability of total scale was 0.984. Item analysis showed that the correlation coefficients between the score of each item and the total score of the scale ranged from 0.503 to 0.663(all P<0.01). Conclusion:The ASRS-R has good reliability and validity and is suitable for the identification of ADHD behavior in Chinese children aged 8-14.

Objective To compare clinical efficacy of combined external fixator and plate fixation in treating throwing fracture of humerus.Methods Sixty-seven male patients with throwing humerus fracture admitted from February 2018 to February 2021 were retrospectively analyzed and divided into external fixator group and plate group according to different treatment methods.There were 32 patients in external fixator group,aged from 18 to 27 years old with an average of(23.6±2.6)years old;19 patients with type A,13 patients with type B according to AO classification;fixed by combined external fixer.There were 35 patients in plate group,aged from 17 to 28 years old with an average of(23.2±2.9)years old;21 patients with type A,14 patients with type B according to AO classification;fixed with steel plate screws.Operation time,intraoperative blood loss,total incision length,fracture healing time and complications were compared between two groups.Clinical effect was evaluated by Mayo elbow performance score(MEPS)and shoulder Neer score at 12 months after operation.Results Patients in both groups were successfully completed operation and followed up for 15 to 21 months with an average of(18.3±3.4)months.In external fixator group,intraoperative blood loss,incision length,fracture healing time and postoperative MEPS of el-bow joint function at 12 months were(68.5±15.7)ml,(4.9±1.2)cm,(10.5±2.9)weeks,(93.6±5.1)min,respectively;which were superior to ml(149.4±38.9)ml,(12.5±2.4)cm,(12.8±2.7)weeks,(85.6±6.8)in plate group(P＜0.05),and had signif-icant differences;there were no significant difference in operative time and postoperative Neer score of shoulder joint function at 12 months between two groups(P＞0.05).There were 6 patients occurred radial nerve injury in plate group and no patient occurred radial nerve injury in external fixator group,and the difference between two groups was statistically significant(x2=6.025,P＜0.05).There were no significant difference in postoperative MEPS grading and Neer shoulder joint grading at 12 months(P＞0.05).Bone healing was achieved in both groups without failure of internal fixation.Conclusion The combined ex-ternal fixator for the treatment of humerus throwing fracture has characteristics of low incidence of radial nerve injury,less bleeding,less complications,fast fracture healing,which is convenient to remove after fracture healing.