1.Advances in the application of machine learning in the prediction of adverse drug reactions
Mengjia XU ; Lin SONG ; Tingting YANG ; Chenrong HUANG
China Pharmacy 2026;37(1):105-110
Adverse drug reactions (ADRs) refer to harmful or unintended reactions unrelated to the intended purpose of medication administration, which can lead to various issues such as accelerated disease progression and prolonged hospitalization. Traditional ADRs monitoring systems (such as spontaneous reporting systems) suffer from limitations such as low reporting rates and inconsistent data quality, which hinder the early prevention and control of ADRs. With the rapid development of information technology, machine learning has emerged as a powerful tool for management and decision-making of ADRs by leveraging its strengths in feature extraction and dynamic temporal pattern analysis. By reviewing relevant literature at home and abroad in recent years, this paper summarizes the progress in the application of machine learning for ADRs prediction. It is found that machine learning has gradually been applied to the early warning and risk prediction of ADRs in target organs such as the kidneys, liver, heart and bone marrow (such as acute kidney injury, drug-induced liver injury, and so on). Although machine learning demonstrates significant application potential in the field of ADRs prediction, it still faces limitations such as inadequate quality control of clinical data, lack of standardized criteria for model performance evaluation, insufficient model interpretability and difficulties in clinical translation. In the future, the development trend of machine learning in the field of ADRs prediction should follow a “technology-validation-integration” pathway to systematically promote the practical implementation of models.
2.Theoretical Exploration of "Treat Heat with Cold" and "Disperse Fire Constraint" and Clinical Application in Acupuncture
Tingting SONG ; Shuo DU ; Jiping ZHAO
Journal of Traditional Chinese Medicine 2026;67(7):808-812
The connotation of "treat heat with cold" and "disperse fire constraint" differs, and under the guidance of these two principles, there are variations in the selection of acupoints, choice of needles, and manipulation techniques in clinical acupuncture. "Treat heat with cold" is used to clear and drain heat pathogens, while "disperse fire constraint" focuses on diffusing and dissipating fire from constraint. When both fire constraint and internal heat coexist, treatment should combine both "dispersing the fire" and "cooling the heat". In clinical acupuncture, for clearing heat and draining heat pathogens, acupoints on Governor vessel (督脉) and Yangming (阳明经) channel are commonly selected, with Jing-well points, Ying-spring points and He-sea points. To diffuse and dissipate fire constraint, acupoints on the Taiyang (太阳) and Shaoyang (少阳) channels are usually chosen, with Jing-river points and Ashi points as the primary options. In terms of needle choice, for heat syndrome, filiform needles, three-edged needles, and cupping are often used for clearing heat and resolving toxins; for fire constraint syndrome, moxibustion and fire needles are employed to expel fire from the body. Regarding manipulation techniques, draining method can be used in both conditions, with heat syndrome requiring shallow needling and quick removal, while fire constraint syndrome requiring deeper and longer retention of needles, having an emphasis on hand pressure coordination and smooth qi flow. In clinical practice, it is essential to distinguish the presence of "constraint" and the depth of the disease location to appropriately combine "dispersing fire" and "cooling heat".
3.Eye-tracking analysis reveals the influence of professional background and gender on gaze patterns toward lateral profiles
Tingting WU ; Xiuyun ZHENG ; Xinyi SONG ; Xiaoyu LIU
Acta Universitatis Medicinalis Anhui 2026;61(2):335-343
ObjectiveTo explore the visual attention distribution across different lateral facial profiles and analyze the influence of observer gender and professional background on aesthetic evaluation, providing an aesthetic basis for the design of clinical orthodontic treatment. MethodsEye-tracking technology was employed to record the gaze paths of 136 subjects (orthodontists, non-orthodontic dentists, and non-medical professionals) when evaluating three types of male and female lateral profiles (convex, straight, and concave). A questionnaire survey was conducted using a visual analog scale (VAS). Data differences and the consistency between eye-tracking and questionnaire results were analyzed through t-tests, analysis of variance (ANOVA), and Kappa coefficient analysis. ResultsThe questionnaire scores for straight profiles were significantly higher than those for convex and concave profiles (P<0.05). Eye-tracking revealed that subjects primarily focused on the eye and nasal regions (P<0.001), followed by the mouth. However, orthodontists showed no significant difference in attention between the mouth and eye-nasal areas (P>0.05). Additionally, gender differences were notable. Female observers prioritized the mouth (P<0.05), while male observers paid later attention to the oral-buccal region. The forehead and chin rapidly attracted attention during the initial evaluation phase, particularly in female concave profiles (P<0.05). Eye-tracking data demonstrated high consistency with questionnaire results (κ=0.868). ConclusionThis study, utilizing eye-tracking technology, finds that the eye and nasal regions are the core focus areas for aesthetic evaluation of lateral profiles. Gender differences result in distinct gaze preferences (males emphasize the nose, while females emphasize the eyes), whereas orthodontists focus more on the lips and forehead. As aesthetic baselines, the forehead and chin, with their profile characteristics, should be prioritized in treatment. This research provides a basis for developing personalized orthodontic plans and establishing aesthetic consensus between clinicians and patients.
4.Atorvastatin inhibits orthodontic tooth movement in rats by promoting periodontal bone formation
Xinyi SONG ; Siqi DING ; Yuhe CHENG ; Xiaoyu LIU ; Tingting WU
Acta Universitatis Medicinalis Anhui 2026;61(2):344-354
ObjectiveTo investigate the effects of atorvastatin (ATV) on the proliferation and differentiation of rat bone marrow mesenchymal stem cells (BMSCs), periodontal ligament stem cells (PDLSCs), and dental pulp stem cells (DPSCs) in vitro, and to validate the regulatory effect of ATV on periodontal bone formation and tooth movement using a rat orthodontic tooth movement (OTM) model. MethodsThe effects of ATV on the proliferation and osteogenic/odontogenic differentiation of rat BMSCs, PDLSCs, and DPSCs were assessed in vitro. CCK-8 assay was used to detect the proliferation of the three types of cells. Alkaline phosphatase (ALP) staining and Alizarin Red staining were employed to evaluate osteogenic differentiation capacity. Western blot was used to detect the expression of osteogenesis-related proteins [collagen type I (COL-I), Runt-related transcription factor 2 (Runx2), bone morphogenetic protein-2 (BMP-2), osteocalcin (OCN)] and the odontogenesis-related protein dentin sialophosphoprotein (DSPP) in BMSCs, PDLSCs and DPSCs. An OTM rat model was established, with rats randomly assigned to an ATV gavage group and a control group. The ATV gavage group received daily oral administration of ATV at a dose of 20 mg/kg, while the control group received an equal volume of solvent by gavage. Tooth movement distance was measured via Micro-CT on days 7, 14, and 21. Histomorphology of periodontal tissues was observed using Hematoxylin and Eosin (HE) staining and Masson staining. The gene and protein expression levels of osteogenic markers (BMP-2, Runx2, OCN) on the tension side of the first molar were detected by qRT-PCR and immunohistochemistry, respectively. ResultsATV at concentrations of 1×10⁻⁶ mol/L and 1×10⁻⁷ mol/L significantly promoted the proliferation and osteogenic/odontogenic differentiation of BMSCs, PDLSCs, and DPSCs, manifested as enhanced ALP activity, increased mineralized nodule formation, and up-regulated expression of osteogenic/odontogenic proteins COL-I, Runx2, BMP-2, OCN, and DSPP (P<0.001). In the OTM model, compared with the control group, the ATV gavage group showed a significant reduction in tooth movement distance (P<0.05), enhanced osteogenic activity in periodontal tissues, and significantly increased gene (P<0.001) and protein (P<0.05) expression of BMP-2, Runx2, and OCN on the tension side of the first molar. ConclusionATV enhances periodontal osteogenesis by promoting osteogenic/dentinogenic differentiation, thus inhibiting tooth movement.
5.Observation of the therapeutic effect of rituximab combined with traditional Chinese medicine syndrome differentiation on treating steroid-dependent nephrotic syndrome in children and the regularity of traditional Chinese medicine use
Xia ZHANG ; Xuejun LI ; Tingting XU ; Guang LI ; Yifan LI ; Chundong SONG ; Wensheng ZHAI ; Xianqing REN ; Ying DING
Journal of Beijing University of Traditional Chinese Medicine 2025;48(1):80-90
Objective:
To investigate the efficacy, safety, and traditional Chinese medicine (TCM) medication patterns of rituximab (RTX) combined with TCM on treating children with steroid-dependent nephrotic syndrome (SDNS).
Methods:
One hundred and forty-three children with SDNS who visited the Pediatric Nephrology Department of the First Affiliated Hospital of Henan University of Chinese Medicine from January 2018 to December 2022 were enrolled. A cohort study design was adopted, with " RTX treatment" as the exposure factor. Children who met this exposure factor were assigned to the RTX cohort (RTX, glucocorticoid, immunosuppressive agent, combined with traditional Chinese medicine syndrome differentiation treatment), whereas those who did not were assigned to the basic treatment cohort (glucocorticoid, immunosuppressive agent, combined with traditional Chinese medicine syndrome differentiation treatment ), and followed up for 6 months. The frequency of urinary protein recurrences, urinary protein remission duration, proportion and duration of steroid reduction and cessation, cumulative usage of steroids, proportion of recurrence, recurrence amount of steroid used, efficacy of TCM syndrome, and laboratory and safety indicators after treatment, and height and CD19+ B cell count before and after treatment were compared between the two cohorts. The medication patterns of TCM in the two cohorts were analyzed using frequency statistics, association rule analysis, and systematic clustering analysis.
Results:
Compared with the basic treatment cohort, the RTX cohort showed a decrease in the frequency of urinary protein recurrence, extended sustained remission of urinary protein, an increase in the proportion of steroid reduction and cessation, a shorter duration of steroid reduction and cessation, a decrease in cumulative steroid dosage, a lower recurrence rate, a decrease in CD19+ B cell count, and a decrease in 24-h urinary total protein quantification and the level of cholesterol (P<0.05). No significant difference in the recurrence amount of steroid used, height, TCM syndrome efficacy, albumin, aspartate transaminase, blood urea nitrogen, platelet count, and safety indicators between the two cohorts. Children with SDNS were mostly characterized by qi and yin deficiency syndrome, followed by spleen and kidney yang deficiency syndrome. A total of 175 TCMs were included, including 28 high-frequency drugs such as Huangqi, Fuling, Gancao, Baizhu, Dangshen, and Jiuyurou. The primary use of medication is to nourish the qi and spleen, nourish the kidney, and warm yang. The analysis of association rules yielded eight binary associations and ten three-phase associations, with Huangqi, Baizhu, Fuling, and Dangshen, being the most closely related. Cluster analysis identified four TCM combinations, primarily focusing on tonifying kidney and replenishing essence, benefiting qi and nourishing yin, and removing blood stasis.
Conclusion
RTX combined with TCM syndrome differentiation treatment can reduce the recurrence frequency of SDNS, prolong the remission period, reduce the glucocorticoid dosage, and have no marked effect on height growth. No apparent adverse reactions were observed. TCM should focus on nourishing qi and yin while removing blood stasis.
6.Multidisciplinary expert consensus on weight management for overweight and obese children and adolescents based on healthy lifestyle
HONG Ping, MA Yuguo, TAO Fangbiao, XU Yajun, ZHANG Qian, HU Liang, WEI Gaoxia, YANG Yuexin, QIAN Junwei, HOU Xiao, ZHANG Yimin, SUN Tingting, XI Bo, DONG Xiaosheng, MA Jun, SONG Yi, WANG Haijun, HE Gang, CHEN Runsen, LIU Jingmin, HUANG Zhijian, HU Guopeng, QIAN Jinghua, BAO Ke, LI Xuemei, ZHU Dan, FENG Junpeng, SHA Mo, Chinese Association for Student Nutrition & ; Health Promotion, Key Laboratory of Sports and Physical Fitness of the Ministry of Education,〖JZ〗 Engineering Research Center of Ministry of Education for Key Core Technical Integration System and Equipment,〖JZ〗 Key Laboratory of Exercise Rehabilitation Science of the Ministry of Education
Chinese Journal of School Health 2025;46(12):1673-1680
Abstract
In recent years, the prevalence of overweight and obesity among children and adolescents has risen rapidly, posing a serious threat to their physical and mental health. To provide scientific, systematic, and standardized weight management guidance for overweight and obese children and adolescents, the study focuses on the core concept of healthy lifestyle intervention, integrates multidisciplinary expert opinions and research findings,and proposes a comprehensive multidisciplinary intervention framework covering scientific exercise intervention, precise nutrition and diet, optimized sleep management, and standardized psychological support. It calls for the establishment of a multi agent collaborative management mechanism led by the government, implemented by families, fostered by schools, initiated by individuals, optimized by communities, reinforced by healthcare, and coordinated by multiple stakeholders. Emphasizing a child and adolescent centered approach, the consensus advocates for comprehensive, multi level, and personalized guidance strategies to promote the internalization and maintenance of a healthy lifestyle. It serves as a reference and provides recommendations for the effective prevention and control of overweight and obesity, and enhancing the health level of children and adolescents.
7.Effect of urushiol primer on remineralization and adhesion properties of demineralized dentin
Tingting BAI ; Fei WEI ; Guangdi SUN ; Xue CHEN ; Song ZHU
Journal of Jilin University(Medicine Edition) 2025;51(1):133-142
Objective:To explore the promotion effect on remineralization of demineralized dentin of urushiol primer applicated in acid-etch-rinse adhesives,and to clarify its impact on the longevity of dentin adhesion.Methods:Ninety-six freshly extracted,caries-free third molars were selected to prepare the dentin specimens.Following acid etching with 37%phosphoric acid gel,the specimens were randomly divided into blank control group,0.3%,0.7%,1.0%,and 1.5%urushiol groups,and positive control group(acetone solvent).The treated samples were placed in modified simulated body fluids for remineralization for 14 and 28 d.Attenuated total reflection Fourier transform infrared spectroscopy(ATR-FTIR)was used to detect the relative mineralization mass of minerals in the dentinal tubules in various groups,and X-ray Diffractometery and Energy Dispersive spectrometer were used to analyze the dentin surface material compositions in various groups.Scanning electron microscope(SEM)was used to observe the surface morphology of the specimens in various groups,Vickers hardness tester was used to measure the microhardness of the dentin surface in various groups,and microtensile strength(μTBS)was used to examine the effect of the bond strengthes in various groups.Results:Compared with blank control group,the conversion rate of adhesive double bonds by primer in positive control group was decreased,but the difference was not significant(P>0.05);but the conversion rates of adhesive double bonds by primer in 0.3%,0.7%,1.0%,and 1.5%urushiol groups were increased(P<0.05).The SEM results revealed that at 14 and 28 d,compared with bland control group,a minimal membranous deposit in dentinal tubules was seen in positive control group,minimal mineralization displayed in 0.3%urushiol group,significant deposition of loose mineral particles with blocking the tubule orifices was found in 0.7%urushiol group,noticeable mineral precipitates exhibited in 1.0%urushiol group,and relatively empty dentinal tubules were seen in 1.5%urushiol group.The microhardness results showed that at 14 d after remineralization,compared with blank control group,the microhardness in positive control group showed no significant improvement(P>0.05),while the differences in 0.3%,0.7%,1.0%and 1.5%urushiol groups were statistically significant(P<0.05);at 14 d after remineralization compared with positive control group,the microhardness of dertin in 0.7%and 1.0%urushiol groups were increased(P<0.05);at 28 d after remineralization,compared with blank control and postive control groups,the microhardness in urushiol groups were significantly increased(P<0.05),espectially in 0.7%to 1.5%urushiol groups(P<0.05).In the μTBS test,at 14 d after remineralization,compared with postive control group,theμTBS in 0.3%,0.7%,1.0%and 1.5%urushiol groups were increased(P<0.05);at 28 d after remineralization,the μTBS in blank control group was the lowest;compared with blank control group,there was no significant difference in the μTBS in postive control group(P>0.05);compared with positive control group,the μTBS in 0.3%,0.7%,1.0%,and 1.5%urushiol groups were increased(P<0.05),espectially in 0.7%,1.0,and 1.5%urushiol groups(P<0.05).Conclusion:Natural-derived urushiol,as a novel primer,can pretreat the demineralized dentin substrates,and facilitate collagen cross-linking within the dentin matrix;moreover,it leverages the phenolic hydroxyl groups within its structure to attact calcium and phosphate ions,envelope dentin collagen fibers to promote remineralization,in order to enhance the strength of the resin-dentin bonding interface.
8.AI and ROSS-assisted ultra-early thalamic hematoma drainage in elderly patients with minor thalamus and internal capsule hematoma and severe hypoperfusion in the internal capsule area
Ruishan ZHANG ; Weimin ZHANG ; Xianghui ZHANG ; Sibo XUE ; Jian SONG ; Kai WANG ; Tingting SHEN ; Yan ZHOU ; Hongbin KU
Chinese Journal of Neuromedicine 2025;24(5):488-495
Objective:To evaluate the application value of artificial intelligence (AI) and robot of stereotactic surgery (ROSS)-assisted ultra-early thalamic hematoma drainage in elderly patients with minor thalamus and internal capsule hematoma (TICH) and severe hypoperfusion in the internal capsule area.Methods:A retrospective cross-sectional study was performed; 278 patients with TICH and severe hypoperfusion in the internal capsule area identified by AI medical imaging diagnostic system were enrolled from Department of Neurosurgery, Xingtai Central Hospital from January 2023 to August 2024. Among them, 134 patients (study group) received AI and ROSS-assisted ultra-early thalamic hematoma drainage, and 144 patients (control group) received drug treatment. Differences in baseline data and therapy efficiency between the two groups of patients were compared. Multivariate Logistic regression analysis was used to screen the independent influencing factors for prognosis in the study group 180 days after onset (good prognosis: modified Rankin scale scores of 0-3).Results:Compared with the control group, the study group had significantly higher Glasgow coma scale (GCS) score and regional cerebral blood flow (rCBF) in the internal capsule area 14 days after onset, and statistically higher therapy efficiency and good prognosis rate 180 days after onset ( P<0.05). In the study group, 84 patients had a good prognosis and 50 had a poor prognosis 180 days after onset; compared with the good prognosis group, the poor prognosis group had significantly higher proportion of patients with hyper-homocysteinemia history, lower GCS score on admission, larger volume of thalamic hematoma, higher proportions of patients with combined intraventricular hemorrhage and shunt-dependent hydrocephalus, and lower rCBF in the internal capsule area on admission ( P<0.05). Multivariate Logistic regression analysis showed that thalamic hematoma volume ( OR=2.527, 95% CI: 1.504-4.247, P<0.001), combined intraventricular hemorrhage ( OR=2.325, 95% CI: 1.460-3.703, P<0.001), shunt dependent hydrocephalus ( OR=2.371, 95% CI: 1.267-4.078, P=0.006), and rCBF in the internal capsule area on admission ( OR=0.672, 95% CI: 0.314-1.025, P<0.001) were independent risk factors for prognosis of patients in the study group. Conclusion:AI and ROSS-assisted ultra-early thalamic hematoma drainage is effective for elderly patients with minor TICH and severe hypoperfusion in the internal capsule area; patients with large thalamic hematoma volume, combined intraventricular hemorrhage, shunt-dependent hydrocephalus, and low rCBF in the internal capsule area on admission are prone to have a poor prognosis.
9.Role of SIRT1 activation in neuronal ferroptosis in rats after traumatic brain injury: a randomized controlled trial
Jie JIN ; Tingting AN ; Qiong WU ; Xiangyang LI ; Yifan MA ; Huihui DING ; Tao SONG ; Chengjian LI ; Lanjuan XU
Chinese Journal of Neuromedicine 2025;24(8):780-789
Objective:To preliminarily explore whether sirtuin1 (SIRT1) activation can inhibit neuronal ferroptosis in rats after traumatic brain injury (TBI) by regulating hypoxia-inducible factor-1α (HIF-1α)-mediated glycolysis.Methods:(1) Six SD rats were randomly divided into sham-operated group and TBI group, with 3 rats in each group; TBI model in the TBI group was established by hydraulic impact method, and rats in the sham-operated group underwent same surgery without impact. Cortical tissues of the two groups were sent for tandem mass tag (TMT) labeled quantitative proteomics detection to analyze the differential expression proteome; Kyoto encyclopedia of genes and genomes (KEGG) and gene set enrichment analysis (GSEA) were used to detect pathway enrichment of the screened differential proteins. (2) Twelve SD rats were randomly divided into sham-operated group and 1-day, 3-day and 7-day post-TBI groups, with 3 rats in each group. Treatment methods were the same as above; Western blotting was used to detect SIRT1 protein expression. (3) Forty-eight rats were randomly divided into sham-operated group, TBI group, TBI+vehicle group and TBI+SIRT1 agonist group, with 12 rats in each group; rats in the sham-operated group and TBI group accepted treatment as above; rats in the TBI+SIRT1 agonist group were intraperitoneally injected with SRT1720 (dissolved in ≤ 5% dimethyl sulfoxide, at a dose of 20 mg/kg) within 30 minutes after modeling, twice a day (with an interval of 12 hours); and rats in the TBI+vehicle group were injected with same dose of dimethyl sulfoxide at the same time. One d after modeling, neurological deficit was assessed using modified Neurological severity score (mNSS), brain water content was measured by dry-wet weight method, histopathological changes in the cortical lesions were observed by HE staining, mitochondrial ultrastructure was examined by transmission electron microscopy, malondialdehyde (MDA) content and superoxide dismutase (SOD) activity in the brain tissues were detected by colorimetry, and protein expressions of SIRT1, HIF-1α (key protein in the glycolytic pathway), glutathione peroxidase 4 (GPX4, key protein in the ferroptosis pathway), and acyl-CoA synthetase long-chain family member 4 (ACSL4, key protein in the ferroptosis pathway) were evaluated by Western blotting.Results:(1) KEGG analysis revealed that the glycolysis pathway and HIF-1 signaling pathway were obviously enriched in the cortical tissues of rats in the TBI group compared with the sham-operated group; GSEA showed that the HIF-1 signaling pathway (mmu04066) and ferroptosis pathway (mmu04216) gene sets in the cortical tissues of rats in the TBI group exhibited enrichment trends compared with those in the sham-operated group. (2) Compared with the sham-operated group, the 1-day, 3-day, and 7-day post-TBI groups had significantly decreased SIRT1 protein expression ( P<0.05), with the most prominent decline in 1-day post-TBI group. (3) Compared with the TBI+vehicle group, rats in the TBI+SIRT1 agonist group showed significantly reduced mNSS score and brain tissue water content (9.83±1.17 vs. 7.66±1.21; [83.62±0.91]% vs. [80.09±0.68]%, P<0.05). HE staining indicated clearer structure of the cortical area at the injury sites, and improved neuron morphology in the TBI+SIRT1 agonist group compared with those in the TBI+vehicle group; and transmission electron microscopy showed reduced mitochondrial shrinkage and partial restoration of cristae structures in the TBI+SIRT1 agonist group compared with those in the TBI+vehicle group. Compared with the TBI+vehicle group, the TBI+SIRT1 agonist group exhibited significantly decreased MDA content ([62.72±9.20] nmol/g vs. [39.34±3.48] nmol/g), increased SOD activity ([1.95±0.23] U/mg vs. [2.48±0.14] U/mg), elevated GPX4 protein expression (0.37±0.04 vs. 0.46±0.03), and decreased HIF-1α and ACSL4 protein expressions (1.16±0.15 vs. 0.81±0.12; 1.14±0.06 vs. 1.29±0.04), with significant differences ( P<0.05). Conclusion:SIRT1 activation can exert neuroprotective effect by inhibiting HIF-1α-mediated glycolysis and reducing neuronal ferroptosis after TBI.
10.Development and validation of a risk prediction model for subdelirium syndrome in adult ICU patients
Yaya SONG ; Shumin JIANG ; Shuling WANG ; Yanjie ZHU ; Tingting LIU
Modern Clinical Nursing 2025;24(1):16-23
Objective To investigate the risk factors of subdelirium syndrome in adult ICU patients,then establish a risk prediction model and have it verified.Method A total of 380 adult ICU patients in our hospital between June 2022 and January 2024 were selected in this study.Among the patients,224(70%)were assigned to the model group and 114(30%)to the validation group.Independent risk factors were screened by comparison of the general data,disease and treatment,laboratory indicators and other relevant data between the patients with and without subdelirium.A risk prediction model was established with Logistic regression.Results A risk prediction model was finalised and established.It composed six risk factors of age(OR=1.023),APACHE Ⅱ score(OR=1.093),critical care pain observation tool(OR=2.216),duration of mechanical ventilation(OR=1.003),constraint(OR=2.615)and sepsis(OR=2.081).In internal validation,it was found that the calibration curve closely overlapped with the ideal curve and the area under the ROC curve was 0.816,with a predictive cut off value of 85 points.In external validation,the calibration curve was found closely overlapped with the ideal curve and the area under ROC curve was 0.808.Conclusion The risk prediction model for subdelirium syndrome in adult ICU patients established in the study has good consistency and prediction efficiency,thereby it provides a basis for early clinical screening and intervention of subdelirium syndrome.


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