1.Current status and prospect of self-administered visual function testing tools for telemedicine
Qianyi PAN ; Xiaotong HAN ; Jiaqing ZHANG ; Lixia LUO
International Eye Science 2025;25(5):765-769
One of the significant hurdles in telemedicine, particularly in ophthalmology, is the absence of direct physical examination. This specialty depends extensively on specialized instruments that typically require proficient operators. Visual function tests are crucial for both outpatient and inpatient ophthalmic services, playing a vital role in screening, diagnosing, monitoring treatment effectiveness, and managing follow-ups for various eye conditions. The progress in mobile technology has paved the way for expanding these tests beyond traditional clinic settings, promoting the creation of patient-focused, straightforward, cost-effective, and efficient measurement tools. In light of the swift advancement of digital technologies, this article reviews the characteristics, and reliability of self-administered visual function tests tools, including visual acuity, refractive error assessment, visual field, contrast sensitivity, and color vision, along with other pertinent diagnostic tools that have been developed and validated for accuracy and repeatability through research, with a view to providing ophthalmologists and patients with scientific and practical references when selecting and using these tools, further promoting efficiency and efficacy of teleophthalmology.
2.Efficacy and safety of transcatheter arterial chemoembolization combined with targeted therapy and immunotherapy in treatment of patients with stage Ⅱb/Ⅲa hepatocellular carcinoma based on China Liver Cancer Staging
Zexin HU ; Jiaqing LI ; Wanci LI ; Binyan ZHONG ; Shuai ZHANG ; Jian SHEN ; Xiaoli ZHU
Journal of Clinical Hepatology 2024;40(3):550-555
ObjectiveTo evaluate the efficacy and safety of first-line transcatheter arterial chemoembolization (TACE) combined with targeted therapy and immunotherapy in the treatment of patients with stage Ⅱb/Ⅲa hepatocellular carcinoma (HCC) based on China Liver Cancer Staging (CNLC). MethodsA total of 198 patients who received first-line TACE combined with targeted therapy and immunotherapy or received TACE alone from January 2015 to December 2022 in the First Affiliated Hospital of Soochow University were enrolled in this study, and after propensity score matching, there were 50 patients in combination group and 50 patients in TACE group. The Kaplan-Meier method was used to calculate median overall survival (mOS) and median progression-free survival (mPFS). Modified Response Evaluation Criteria in Solid Tumors was used to evaluate objective response rate (ORR) and disease control rate (DCR), and Common Terminology Criteria for Adverse Events v5.0 was used to evaluate adverse events. The chi-square test was used for comparison of categorical data between two groups; the t-test was used for comparison of normally distributed continuous data between two groups, and the Wilcoxon rank-sum test was used for comparison of non-normally distributed continuous data between two groups. The Kaplan-Meier method was used to estimate survival time and calculate 95% confidence interval (CI), and the Log-rank test was used for comparison of mOS and mPFS between two groups. ResultsThe combination group had an mOS of 30.1 months (95%CI: 21.9 — 38.3), and the TACE group had an mOS of 14.5 months (95%CI: 11.0 — 18.0), with a significant difference between the two groups (χ2=17.8, P<0.001); the combination group had an mPFS of 10.3 months (95%CI: 8.8 — 11.8), and the TACE group had an mPFS of 7.1 months (95%CI: 5.8 — 8.4), with a significant difference between the two groups (χ2=10.4, P<0.001). There were significant differences between the combination group and the TACE group in ORR (84% vs 58%, P<0.05) and DCR (94% vs 80%, P<0.05). There was no significant difference between the combination group and the TACE group in the incidence rate of adverse events (24% vs 16%, P=0.317), and no adverse event-related deaths were observed in either group. ConclusionCompared with TACE alone, TACE combined with targeted therapy and immunotherapy has a better efficacy in the treatment of patients with CNLC stage Ⅱb/Ⅲa HCC, without increasing the incidence rate of severe adverse events.
3.Chaihu Shugansan and Its Modified Formulas in Treatment of Functional Dyspepsia: A Review
Wei ZHAO ; Yaxi ZHANG ; Yuxuan JIANG ; Jiaqing DAI ; Lifang GUO
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(17):248-255
Chaihu Shugansan composed of Bupleuri Radix, Paeoniae Radix Alba, Chuanxiong Rhizoma, Aurantii Fructus, Citri Reticulatae Pericarpium, Cyperi Rhizoma, and Glycyrrhizae Radix et Rhizoma has the effects of soothing liver, relieving depression, regulating Qi movement, and relieving pain. It is a classic formula for treating gastric distension recommended by doctors of later ages. This article systematically reviews the clinical application and basic experimental progress of Chaihu Shugansan in the treatment of functional dyspepsia. In modern clinical practice, Chaihu Shugansan and its modified formulas are used to treat functional dyspepsia, and they can be applied in combination with other formulas (Si Junzitang, Jinlingzisan, Zhizhuwan, etc.), western medicine (domperidone tablets, deanxit, Saccharomyces boulardii, etc.), traditional Chinese medicine (TCM) acupuncture and other therapies. The results of clinical studies have shown that Chaihu Shugansan and its modified formulas can significantly reduce the Hamilton depression scale (HAMD) score, Hamilton anxiety scale (HAMA) score, and TCM syndrome score, ameliorate the symptoms, improve the quality of life, and decrease the recurrence rate. The experimental pharmacological studies have demonstrated that Chaihu Shugansan can inhibit the autophagy of Cajal interstitial cells, regulate the endoplasmic reticulum stress signaling pathway, and modulate the brain-gut peptide level to improve the gastrointestinal motility. Chaihu Shugansan can inhibit the expression of 5-hydroxytryptamine in the colon tissue and reduce the abdominal withdrawal reflex (AWR) score to improve visceral hypersensitivity. Furthermore, Chaihu Shugansan can lower the levels of pro-inflammatory cytokines such as interleukin-6 and tumor necrosis factor-α to repair duodenal mucosal inflammation. In addition, it can regulate intestinal flora to maintain intestinal flora balance. The main active ingredients such as saikosaponin, paeoniflorin, hesperidin, and naringin in Chaihu Shugansan can exert anti-inflammatory, antioxidant, and antimicrobial effects.
4.Internal fixation treatment of AO-C type distal radius fractures accompanied with a dorsoulnar fragment involving 1/8 to 1/3 of the articular surface of the lunate facet
Jiaqing JI ; Xin ZHANG ; Jikui QIAN ; Han WU ; Tao CAI ; Feng YUAN ; Jian FAN
Chinese Journal of Orthopaedics 2024;44(2):87-95
Objective:To explore the clinical outcome of internal fixation in the treatment of AO C-type distal radius fracture accompanied with dorsoulnar fragment involving 1/8 to 1/3 of the articular surface of the lunate facet.Methods:A total of 55 patients of AO C-type distal radius fracture accompanied with dorsoulnar fragment involving 1/8 to 1/3 of the articular surface of the lunate facet from July 2017 to July 2022 in Tongji Hospital Affiliated to Tongji University were retrospectively analyzed. In the volar plate group (volar locking plate treatment alone), there were 22 cases, 11 males and 11 females, aged 56.7±10.1 years, 10 C1 type, 7 C2 type and 5 C3 type. There were 15 patients in the volar plate+dorsal plate group (treated with volar locking plate combined with dorsal plate), including 6 males and 9 females, aged 55.7±8.1 years old, 4 C1 type, 5 C2 type and 6 C3 type. In the volar plate+dorsal screw group (treated with volar locking plate combined with dorsal screw), there were 18 cases, 8 males and 10 females, aged 53.5±11.6 years, 7 cases of C1 type, 5 cases of C2 type, and 6 cases of C3 type. The operation time, postoperative radiographic indicators, wrist range of motion (ROM), disability of arm, shoulder and hand (DASH) score, visual analogue scale (VAS) and postoperative complications were evaluated and compared between the three groups.Results:All operations were successfully completed. Patients were followed up for 14.9 ± 2.2 months (range, 12-18 months), and the fracture healing time was 12.4±2.3 weeks (range, 9-16 weeks). The operative time of patients in the volar plate group, volar plate+dorsal plate group and volar plate+dorsal screw group was 54.3±7.6 min, 70.7±5.9 min and 65.8± 7.1 min, respectively. Patients in the volar plate group had less operative time ( F=27.04, P<0.001). The residual displacement of the dorsoulnar fragment in sagittal, coronal, and axial CT scans in the three groups were (1.3±0.8 mm, 0.6±0.4 mm, 0.7±0.4 mm), (1.1±0.8 mm, 0.6±0.4 mm, 0.6±0.6 mm), (1.4±0.8 mm, 0.7±0.4 mm, 0.7±0.5 mm). The displacement of the dorsoulnar fragment of the two groups of combined volar and dorsal internal fixation was smaller than that of the volar plate group ( P<0.05). The ROM of wrist flexion of the three groups at 3 months after operation were 44.2°±4.6°, 47.7°±5.9°, 48.8°±5.1°, the ROM of wrist extension were 39.8°±6.2°, 44.3°± 4.6°, 44.7°±5.1°, the wrist DASH scores were 23.0±4.2, 20.1±4.1 and 19.4±3.0, and the VAS were 2.3±1.2, 1.6±1.3 and 1.3±1.0, respectively. The ROM of wrist flexion and extension and DASH score in volar plate+dorsal plate group were better than those in volar plate group ( P<0.05). The ROM of wrist flexion and extension, DASH score and VAS in the volar plate+dorsal screw group were better than those in the volar plate group ( P<0.05). There were no significant differences in terms of the wrist ROM, DASH score and VAS at 12 months after operation among the three groups ( P>0.05). There were 2 patients in the volar plate group with reduction loss, 3 patients with wrist chronic pain; 1 patient in the volar plate combined with dorsal plate group with dorsal tendon irritation, and no complications in the volar plate combined with dorsal screw group. Conclusion:For AO C-type distal radius fractures accompanied with a dorsoulnar fragment involving 1/8 to 1/3 of the articular surface of the lunate facet, the use of combined volar and dorsal internal fixation can improve the reduction accuracy and stability of the dorsoulnar fragment, and contribute to the early rehabilitation of postoperative wrist joint function. The effect of combined dorsal screw is comparable to that of dorsal plate internal fixation, but the complications of screw internal fixation are less.
5.Drug Appearance Recognition Based on Object Detection
Xiaoyu ZHANG ; Jianzhi DENG ; Jun LUO ; Jiaqing XU
Chinese Journal of Modern Applied Pharmacy 2024;41(7):983-989
OBJECTIVE
In the process of drug dispensing, using computer vision technology to identify drugs is vulnerable to the influence of lighting, angle, packaging and other factors, which will produce large identification errors. Therefore, this paper proposes an object detection algorithm for drug appearance recognition(YOLOv4-GhostNet-CMB).
METHODS
Firstly, the algorithm redesigned the backbone feature extraction network in YOLOv4 by using GhostNet. Secondly, the CA attention model was brought into the Ghost module, aggregate features along horizontal and vertical directions to enhance the precise positioning of drugs. Finally, Bi-FPN feature pyramid structure was introduced to connect with the new backbone, and added a feature graph output which could enhance feature extraction and improved the detection accuracy of drugs.
RESULTS
The experimental results show that the average detection accuracy of YOLOv4-GhostNet-CMB algorithm reached 92.24%, which was a significant improvement of 4.49% compared with YOLOv4 algorithm in term of detection accuracy.
CONCLUSION
The model size is only 150 MB, nd this algorithm can effectively identify drugs.
6.Value of modified albumin-bilirubin grade in predicting the prognosis of patients with Child-Pugh class A unresectable hepatocellular carcinoma after transcatheter arterial chemoembolization combined with immunotherapy and anti-angiogenic drugs
Jiaqing LI ; Xiaoyang XU ; Zexin HU ; Shen ZHANG ; Binyan ZHONG ; Xiaoli ZHU
Journal of Clinical Hepatology 2024;40(12):2450-2456
ObjectiveTo investigate the ability of the modified albumin-bilirubin (mALBI) grade in predicting the prognosis of patients with Child-Pugh A unresectable hepatocellular carcinoma (uHCC) after transcatheter arterial chemoembolization (TACE) combined with immunotherapy and anti-angiogenic drugs (hereafter referred to as targeted immunotherapy). MethodsA retrospective analysis was performed for the data of 76 patients with Child-Pugh A uHCC who met the inclusion criteria and underwent TACE combined with targeted immunotherapy in The First Affiliated Hospital of Soochow University from January 2020 to January 2023, and according to the mALBI grade, they were divided into mALBI 1/2a group with 38 patients and mALBI 2b group with 38 patients. The primary endpoint was overall survival (OS), and the secondary endpoints were progression-free survival (PFS), objective response rate (ORR), and disease control rate (DCR). Evaluation criteria included complete remission, partial remission, stable disease, and progressive disease. The independent-samples t test was used for comparison of normally distributed continuous data between groups, and the Wilcoxon rank-sum test was used for comparison of non-normally distributed continuous data between groups; the chi-square test was used for comparison of categorical variables between two groups. The Kaplan-Meier method was used to plot survival curves, and the Log-rank test was used for comparison of median OS (mOS) and median PFS (mPFS) between groups. The univariate and multivariate Cox proportional hazards models were used to analyze the influencing factors for prognosis. ResultsThere were significant differences in albumin and tumor burden between the two groups (both P<0.05). The 76 patients had an mOS of 25.2 months (95% confidence interval [CI]: 18.4 — 32.0), an mPFS of 9.4 months (95%CI: 7.1 — 11.7), an ORR of 63.2%, and a DCR of 82.9%. The mOS was 30.1 months (95%CI: 19.8 — 40.4) in the mALBI 1/2a group and 19.5 months (95%CI: 7.1 — 31.9) in the mALBI 2b group, and there was a significant difference in mOS between the two groups (χ2=4.490, P=0.034). The mALBI 1/2a group had an mPFS of 10.2 months (95%CI: 8.4 — 12.0), an ORR of 71.1%, and a DCR of 86.8%, while the mALBI 2b group had an mPFS of 7.6 months (95%CI: 4.6 — 10.6), an ORR of 55.3%, and a DCR of 78.9%; there were no significant differences in mPFS, ORR, and DCR between the two groups (all P>0.05). ECOG status, tumor burden, mALBI grade, portal vein invasion, and extrahepatic metastasis were independent risk factors for mOS in patients undergoing TACE combined with targeted immunotherapy (all P<0.05). There were no treatment-related deaths. ConclusionThe mALBI grade has a good value in predicting the survival of patients with Child-Pugh A uHCC undergoing TACE combined with targeted immunotherapy.
7.Relationship between the lowest hemoglobin value during hospitalization and the prognosis in patients with extensive burns
Fangqing ZUO ; Jiaqing SU ; Yang LI ; Lijuan ZHANG ; Yingying LAN ; Yu CHEN ; Yali GONG ; Yajie CHEN ; Junda LI ; Yizhi PENG ; Gaoxing LUO ; Zhiqiang YUAN
Chinese Journal of Burns 2024;40(6):543-550
Objective:To investigate the relationship between the lowest hemoglobin value during hospitalization and the prognosis in patients with extensive burns, in order to explore the hemoglobin warning threshold for blood transfusion in patients with extensive burns.Methods:The research was a retrospective observational study. From October 2012 to October 2022, 288 patients with extensive burns who met the inclusion criteria were admitted to the First Affiliated Hospital of Army Medical University (the Third Military Medical University), including 243 males and 45 females, aged 18 to 65 years. These patients were assigned to the death group ( n=54) and the survival group ( n=234) based on their final prognosis. The clinical data including gender, age, body mass index, total burn area, full-thickness burn area, time of first operation after injury, preoperative prothrombin time (PT) and activated partial thromboplastin time (APTT) and hemoglobin level of the first surgery, complication of inhalation injury, number of surgeries, total surgical area, total surgical time, total length of hospital stay, and highest procalcitonin value, lowest platelet count and hemoglobin values, and occurrence of sepsis during hospitalization were compared between the two groups of patients. According to the lowest hemoglobin value during hospitalization, the patients were assigned to <65 g/L group, ≥65 g/L and <75 g/L group, ≥75 g/L and <85 g/L group, and ≥85 g/L group. The total length of hospital stay, mortality and incidence of sepsis during hospitalization, and mortality within 90 days after injury were compared among the four groups of patients. The relationship between the lowest hemoglobin value during hospitalization and the mortality risk of patients with extensive burns was analyzed using a restricted cubic spline model before and after adjusting covariates. A logistic regression model was adopted to analyze the relationship between the lowest hemoglobin value during hospitalization and the mortality risk of patients with extensive burns after adjusting covariates, with the lowest hemoglobin value during hospitalization as a continuous variable and a categorical variable, separately. Results:Compared with those in survival group, the total burn area, full-thickness burn area, and total surgical area of patients in death group were significantly increased, the preoperative APTT of the first surgery was significantly prolonged, the number of surgeries was significantly reduced, the total length of hospital stay was significantly shortened, the highest procalcitonin value during hospitalization was significantly increased, the lowest platelet count and hemoglobin values during hospitalization were significantly decreased, and the incidence proportion of sepsis during hospitalization was significantly increased (with Z values of -6.72, -5.40, -2.15, -2.99, -2.21, -7.84, -6.23, -7.03, and -3.43, respectively, χ2=161.95, P values all <0.05). There were no statistically significant differences in the other clinical data of patients between the two groups ( P>0.05). There were statistically significant differences in mortality and incidence of sepsis during hospitalization, and mortality within 90 days after injury of patients among the four groups divided according to the lowest hemoglobin value during hospitalization (with χ2 values of 12.12, 15.93, and 10.62, respectively, P<0.05). There was no statistically significant difference in the total length of hospital stay of patients among the four groups ( P>0.05). The restricted cubic spline model analysis revealed an approximately linear relationship between the lowest hemoglobin value during hospitalization and the mortality risk of patients with extensive burns before and after adjusting covariates (with χ2 values of 0.81 and 0.75, respectively, P>0.05). After adjusting covariates, the logistic regression model analysis showed that the mortality risk of patients with extensive burns increased with decreasing hemoglobin when the lowest hemoglobin value during hospitalization was analyzed as a continuous variable (with odds ratio of 0.96, with 95% confidence interval of 0.92 to 0.99, P<0.05). When using the median value of 75.5 g/L as the cut-off value for categorizing the lowest hemoglobin value during hospitalization, there was no statistically significant difference in the mortality risk between patients with hemoglobin <75.5 g/L and those with hemoglobin ≥75.5 g/L ( P>0.05). When the patients were divided into four groups based on the lowest hemoglobin value during hospitalization as above, using ≥85 g/L group as a reference, only patients in <65 g/L group had a significantly increased mortality risk (with odds ratio of 5.37, with 95% confidence interval of 1.57 to 18.29, P<0.05). Conclusions:There is an approximately linear correlation between the lowest hemoglobin value during hospitalization and the mortality risk of patients with extensive burns. When the hemoglobin level drops to 65 g/L or lower, the mortality risk of patients increases significantly, suggesting that a hemoglobin level of 65 g/L could serve as a warning threshold for blood transfusion in patients with extensive burns.
8.A comparative study of clinical features and lymph node metastasis risk between early multi-primary and singlee pulmonary adenocarcinoma nodules
Jiaming YANG ; Shi XIE ; Haishen ZHOU ; Jiaqing ZHANG
The Journal of Practical Medicine 2024;40(22):3208-3214
Objective To investigate the clinical characteristics and risk of lymph node metastasis in patients with multiple primary lung adenocarcinoma nodules compared to those with a single lung adenocarcinoma nodule.Methods Retrospective analysis was conducted on 212 patients who underwent thoracic surgery at Zhujiang Hospital of Southern Medical University from 2022 to 2023.This included 149 cases of single lung adenocarcinoma nodules and 63 cases of multiple primary lung adenocarcinoma nodules.After propensity score matching,a comparison was made between the two groups in terms of imaging features,tumor serological indicators,pathological immunohis-tochemistry,and lymph node metastasis rate.Additionally,binary logistic regression was employed to explore the differences in lymph node metastasis rate between single and multiple nodules.Results After propensity score matching,statistically significant differences were observed in the Avr value of CT(P=0.001),KI-67 expression level(P<0.001),PD-L1 expression level(P=0.002),and lymph node metastasis rate(P=0.030)between the two groups.However,there were no statistically significant differences in nodule type,imaging features such as lobula-tion and vascular clustering,tumor serological indicators including CEA and NSE,ALK positive rate,and SYN posi-tive rate.The variables with significant differences(Avr,Ki-67,PD-L1)were identified through Spearman test for correlation analysis.Binary logistic regression analysis was performed using lymph node metastasis as the dependent variable and single or multiple nodules as categorical covariates along with the three correlated variables included as independent variables interactively.The results showed that the probability of lymph node metastasis in multiple primary lung adenocarcinoma nodules was 80.8%lower than that in single lung adenocarcinoma nodules(RR=0.192,P=0.042).Conclusions Multiple primary adenocarcinoma nodules exhibit a less aggressive biological behavior compared to solitary adenocarcinoma nodules,resulting in a reduced likelihood of lymph node metastasis.For cases involving multiple primary lung adenocarcinoma nodules,the implementation of aggressive surgical protocols is not advisable;instead,personalized treatment plans should be developed based on comprehensive evaluations including intraoperative frozen pathology and imaging.
9.Changes in the subfoveal choroidal thickness of children and adolescents with different refractive states
Jinling ZHANG ; Yujie LIAO ; Xiaoyan YU ; Qi YANG ; Jiaqing KANG ; Jiawen LU ; Chen CHEN ; Haohao ZHU
Recent Advances in Ophthalmology 2024;44(11):883-886
Objective To observe the changes in the subfoveal choroidal thickness(SFCT)of children and adoles-cents with different refractive states using optical coherence tomography angiography.Methods A total of 171 children and adolescents were followed.They were divided into the lower primary school group(6-8 years old),upper primary school group(9-11 years old),and junior high school group(12-14 years old)according to their age at the time of en-rollment.Dioptric examinations(including best corrected visual acuity,diopter,intraocular pressure,corneal curvature,axial length and SFCT)were performed,data collection was conducted twice in half a year(initial examination and review after half a year),and the eyeball parameters and changes in eyeball parameters after half a year among all groups were compared.Results The axial length and SFCT of subjects had significant differences among all groups(both P<0.05).In children and adolescents,the axial length gradually lengthened and SFCT gradually thickened with age,while intraocular pressure and corneal curvature were not associated with age(both P>0.05).In the initial examination and review after half a year,there was no significant difference in intraocular pressure,corneal curvature and SFCT of subjects with differ-ent refractive states in all groups(all P>0.05),while the axial length of myopic subjects was greater than that of non-my-opic subjects in all groups(all P<0.05).In the review after half a year,the SFCT of non-myopic subjects in the lower pri-mary school group and upper primary school group was significantly thickened(P<0.001,P=0.003),while there was no significant difference in SFCT of myopic subjects in all groups compared with the value half a year ago(all P>0.05).The axial length of all subjects showed a positive correlation with the SFCT in the initial examination and review after half a year(r=0.354,0.228,P<0.05).Conclusion Myopia affects the increase in SFCT in children and adolescents.
10.Systematic review of risk prediction models for cognitive impairment in stroke patients
Chen YAO ; Jianhua ZHANG ; Zixin ZHANG ; Yujia ZHANG ; Jiaqing HAO ; Yuan LIU ; Luqian YUAN
Chinese Journal of Modern Nursing 2024;30(28):3866-3872
Objective:To systematically review the risk prediction models for cognitive impairment in stroke patients, aiming to provide references for clinical healthcare professionals in selecting or constructing high-quality risk assessment tools.Methods:A computerized search was conducted in PubMed, Embase, Web of Science, OVID, Cochrane Library, SinoMed, CNKI, Wanfang Database, and VIP to identify studies related to risk prediction models for cognitive impairment in stroke patients. The search was limited to articles published up to August 1, 2023. Two researchers independently screened the literature, extracted data, and assessed the risk of bias and applicability of the included studies using PROBAST.Results:A total of 26 articles were included. The applicability of the studies was generally good, but all studies had some degree of bias risk, mainly arising from unreasonable study designs, inappropriate time intervals between predictor assessment and outcome determination, insufficient sample sizes, unreasonable handling of continuous variables, omission of missing data, lack of reporting of calibration, and overfitting of the models. Meta-analysis results showed that age ( OR=0.05, 95% CI: 0.033-0.057), education level ( OR=-0.13, 95% CI: -0.171 - -0.082), history of diabetes ( OR=2.32, 95% CI: 1.867-2.881), history of hypertension ( OR=0.67, 95% CI: 0.420-0.918), and NIHSS score ( OR=0.40, 95% CI: 0.331-0.469) were factors for cognitive impairment in stroke patients. Conclusions:While various risk prediction models for cognitive impairment in stroke patients exist, they suffer from methodological flaws and high bias risks, with some commonalities and controversies in predictors. Future research should adhere to the principles of transparent reporting of individual prognosis or diagnosis of multivariate prediction models, develop localized prediction models with low bias risk and good applicability, and conduct internal and external validations to demonstrate their applicability and feasibility in clinical practice.


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