Development and validation of an integrated model for the diagnosis of liver cirrhosis with portal vein thrombosis combined with endoscopic characters and blood biochemistry data:... by Jie Yang, Xu Zhang, Jia Chen, Xianghong Hou, Minghong Shi, Longlong Yin, Longchun Hua, Cheng Wang, Xiaolong Han, Shuyan Zhao, Guolan Kang, Ping Mai, Rui Jiang, Hongwei Tian

“…Variables were collected from blood test and endoscopic signs using machine learning method (ML). Logistic regression determined risk factors. The predictive performance was evaluated by receiver operation curve (ROC), calibration curve, clinical decision analysis (DCA) and influence curve (CIC). …”
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The role of SPINK5 mutation distribution in phenotypes of Netherton syndrome by Min Xu, Yujie Shi, Li Lin, Liang Wang, Xianzhong Zhu, Jinglin Xiong, Jiawen Yin, Qing Qi, Wenlin Yang

“…We characterized the distribution and mutation types of allele variants. Logistic regression was employed to analyze the correlation between the location of these variants and phenotypes. …”
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Prevalence and Risk Factors of Childhood Hypertension in Urban-Rural Areas of China: A Cross-Sectional Study by Xiaohua Liang, Lun Xiao, Yetao Luo, Jiapei Xu

“…The risk factors were collected by questionnaires, and the risk factors of childhood hypertension were analyzed by the logistic regression model. Results. The prevalence of hypertension was 13.75%, 9.02%, and 17.47% in total, urban, and rural children, respectively, and the urban-rural difference was 8.44% (95%CI: 7.32%, 9.56%). …”
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Ambient air pollution exposure in relation to cerebral small vessel disease in Chinese population: A cranial magnetic resonance imaging-based study by Yudiyang Ma, Ying Hui, Linxi Tang, Jianing Wang, Meiqi Xing, Lei Zheng, Feipeng Cui, Shuohua Chen, Shouling Wu, Zhenchang Wang, Yaohua Tian

“…Eligible subjects and their cranial MRI data were obtained from the Multi-modality Medical Imaging Study Based on Kailuan Study, totaling 1216 participants. Ordinal and binary logistic regression models were utilized to evaluate the associations between air pollution exposure and the neuroimaging markers of CSVD. …”
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Elevated plasma trimethyllysine is associated with incident atrial fibrillation by Mads M Svenningsson, Gard FT Svingen, Per M Ueland, Gerhard Sulo, Espen Ø Bjørnestad, Eva R Pedersen, Indu Dhar, Dennis W. Nilsen, Ottar Nygård

“…Risk associations were explored by logistic regression. Potential improvements in risk reclassification were calculated by the continuous net reclassification index (NRI˃0) and the Receiver Operating Curve Area Under the Curve (ROC-AUC). …”
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Health effects of mixed metal exposure on accelerating aging among the elderly population by Chuanli Yang, Jijun Zhang, Haohan Liu, Qin Hong, Yunhe Fan, Jie An, Haijia Zhang, Xiaobing Shen, Xiushan Dong

“…Weighted multivariable logistic regression models were applied to analyze the relationship between metal exposure with AgeAccelGrim. …”
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The Impact of Heating Methods on Respiratory and Allergic Diseases in Preschool Children: A Repeated Cross-Sectional Survey Across Northern and Southern China by Chenyang Wang, Shaohua Li, Yan Zhang, Haixia Zhou, Peiwen Zhang, Wei Yu

“…Using Pearson’s chi-squared tests, we analyzed the associations between four indoor heating methods—convective heating (CH), convective and radiant heating (CH&RH), radiant heating (RH), and polluting heating (PH)—and nine respiratory and allergic diseases. Logistic regression models were employed to explore the relationships between heating methods and disease prevalence. …”
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Incidence and Risk Factors of Diabetic Foot Ulcer: A Population-Based Diabetic Foot Cohort (ADFC Study)—Two-Year Follow-Up Study by Leila Yazdanpanah, Hajieh Shahbazian, Iraj Nazari, Hamid Reza Arti, Fatemeh Ahmadi, Seyed Ehsan Mohammadianinejad, Bahman Cheraghian, Saeed Hesam

“…Then variables with P value < 0.2 were tested with a multivariate analysis, using backward-elimination multiple logistic regression. Results. Among 605 patients, 39 cases had DFU, so we followed up the remaining 566 patients without any present or history of DFU. …”
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Regional differences in triage decisions affect hospital mortality among frail COVID-19 patients in the COvid MEdicaTion study by Julia Minnema, Roos Sablerolles, Janneke van Kempen, Hugo van der Kuy, Harmke Polinder-Bos, Bob van de Loo, Jorie Versmissen, Miriam L. Haaksma, Melvin Lafeber, Miriam C. Faes, on behalf of the COMET research team^

“…The effects of region on ICU admission and in-hospital mortality were assessed using logistic regression analyses stratified for frailty. …”
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Radiomics analysis of thoracic vertebral bone marrow microenvironment changes before bone metastasis of breast cancer based on chest CT by Hao-Nan Zhu, Yi-Fan Guo, YingMin Lin, Zhi-Chao Sun, Xi Zhu, YuanZhe Li

“…The radiomics model’s area under the curve (AUC) for the test set, calculated using logistic regression, is 0.929, demonstrating superior predictive performance compared to alternative machine learning models. …”
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Proteomics unveil candidate biomarkers and pathogenesis of subacute thyroiditis by Litong Ran, Xiufei Liu, Yongfeng Tian, Jiaran Zhu, Zhengyuan Gong, Qiao Qiao, Xin Jiang, Yuren Wang, Guojun Yang, Hongting Zheng, Yi Zheng, Hua Qu

“…Furthermore, binary logistic regression analyses revealed that NNMT, FTL and TYMP were independent factors of SAT. …”
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Sleep as a mediator between chronic diseases and depression: a NHANES study (2005–2018) by Ming Tan, Ming Tan, Haihong Zhao, Haihong Zhao, Ruya Nie, Ruya Nie, Pingping Deng, Pingping Deng, Cuixiao Wang

“…ObjectiveThis article investigates the relationship between common chronic diseases and depression among US adults and examines the mediating role of sleep in this relationship, using a cross-sectional study to offer recommendations for depression prevention.MethodsThis study analyzed data from 10,710 participants collected from the National Health and Nutrition Examination Survey (NHANES) between 2005 and 2018. Logistic regression, subgroup analysis, restricted cubic spline (RCS) analysis, and mediation analysis were employed to explore the relationship between common chronic diseases and depression, and the mediating role of sleep.ResultsThe adjusted model indicated that stroke (OR = 1.712, 95% CI: 1.399, 2.103), heart disease (OR = 1.419, 95% CI: 1.262, 1.598), diabetes (OR = 1.243, 95% CI: 1.116, 1.386), and hypertension (OR = 1.249, 95% CI: 1.160, 1.346) were associated with an increased probability of depression. …”
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Predicting prognosis using stroke-heart indicator: brain natriuretic peptide in patients with aneurysmal subarachnoid hemorrhage by Jionghao Xue, Jionghao Xue, Fa Lin, Fa Lin, Minghao Liu, Minghao Liu, Wenxiong Song, Wenxiong Song, Runting Li, Runting Li, Yu Chen, Yu Chen, Jun Yang, Jun Yang, Heze Han, Heze Han, Yitong Jia, Yitong Jia, Xiaolin Chen, Xiaolin Chen, Rong Wang, Rong Wang, Yuanli Zhao

“…Univariable and multivariable logistic regression analyses were conducted to examine the association between BNP levels and prognosis. …”
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Association of arm circumference with the prevalence of gallstones in United States adults: a retrospective analysis on US National Health and Nutrition Examination Survey by Jianjun Wang, Xi Chen, Wei He, Xintao Zeng, Pei Yang, Jianping Gong, Decai Wang

“…AC was measured following standardized protocols as the primary exposure variable. Multivariable logistic regression models were employed to assess the association between AC and GS. …”
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Association of Cardiovascular Risk Factors With Major and Minor Electrocardiographic Abnormalities: A Report From the Cross‐Sectional Phase of Tehran Cohort Study by Pooria Ahmadi, Sajjad Ahmadi‐Renani, Parmida Sadat Pezeshki, Sepehr Nayebirad, Arash Jalali, Akbar Shafiee, Aryan Ayati, Arian Afzalian, Farshid Alaeddini, Soheil Saadat, Farzad Masoudkabir, Ali Vasheghani‐Farahani, Saeed Sadeghian, Mohamamdali Boroumand, Abbasali Karimi, Boshra Pourbashash, Kaveh Hosseini, Frits R. Rosendaal

“…Results were obtained by multivariable logistic regression and are expressed as odds ratios (ORs). …”
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Endoscopic Submucosal Dissection for Gastric Subepithelial Tumors: A Single-Center Experience by Jin Sung Lee, Gwang Ha Kim, Do Youn Park, Jong Min Yoon, Tae Wook Kim, Jong Hun Seo, Bong Eun Lee, Geun Am Song

“…Complete resection rates in tumors originating from the submucosal layer were significantly higher than those in tumors originating from the muscularis propria layer (90% versus 56%, P=0.028). In multivariate logistic regression analyses, tumor location (upper third: odds ratio [OR] 12.639, 95% confidence interval [CI] 1.087–146.996, P=0.043) and layer of tumor origin (muscularis propria: OR 8.174, 95% CI 1.059–63.091, P=0.044) were independently associated with incomplete resection. …”
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Early therapeutic drug monitoring of methotrexate and its association with acute kidney injury: A retrospective cohort study by Nicolás Tentoni, Miriam Hwang, Gabriela Villanueva, Ryan Combs, Jennifer Lowe, Laura B. Ramsey, Zachary L. Taylor, Thais Murciano Carrillo, María Dolores Aumente, Teresa López‐Viñau López, Carmelo Rizzari, Scott C. Howard

“…Receiver operating characteristic (ROC) curves were synthesized for each elimination t½ (biomarker) with respect to AKI and delayed methotrexate elimination (DME); the biomarker with the highest area under the ROC curve (AUC) was tested in a multiple variable logistic regression model. Results Data from 169 patients who received a total of 556 courses of HDMTX were analyzed. …”
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The Perioperative NonaGEnaRIan And cenTenarian suRgICal (GERIATRIC) Risk Stratification Tool by Laurence Weinberg, PhD, Dong Kyu Lee, PhD, Luke Fletcher, MD, Bobby Ou Yang, MD, Jadon Karp, MD, Anoop N Koshy, PhD, Ranjan Guha, FANZCA, Hugh Slifirski, MD, Michael R D’Silva, MD, Rinaldo Bellomo, PhD, Leonid Churilov, PhD

“…Surgery severity was stratified, and the incidence and grade of postoperative complications were recorded. Multivariable logistic regression analysis was performed on a training cohort, followed by calibration on a validation cohort, followed by performance evaluation on a testing cohort. …”
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Impact of empiric antibiotics on risk of Clostridioides difficile—a causal inference observational analysis by Matthew A. Pappas, Shoshana J. Herzig, Andrew D. Auerbach, Abhishek Deshpande, Eunice Blanchard, Michael B. Rothberg

“…Methods: Using a multicenter retrospective cohort of adults admitted between March 2, 2020 and February 11, 2021 for the treatment of SARS-CoV-2, we used a series of three-level logistic regression models to estimate the probability of receiving each of several antibiotics of interest. …”
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Higher Prostate Weight Is Inversely Associated with Gleason Score Upgrading in Radical Prostatectomy Specimens by Leonardo Oliveira Reis, Emerson Luis Zani, Leandro L. L. Freitas, Fernandes Denardi, Athanase Billis

“…Independent predictors of Gleason upgrading (logistic regression) and disease-free survival (DFS) (Kaplan-Meier, log-rank) were determined. …”
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