Transformer-based tokenization for IoT traffic classification across diverse network environments by Firdaus Afifi, Faiz Zaki, Hazim Hanif, Nik Aqil, Nor Badrul Anuar

“…The model achieves an accuracy of up to 98.14% and a 97.85% F1-score, demonstrating its ability to classify new datasets and adapt to emerging tasks with minimal fine-tuning and remarkable efficiency. This research positions MIND-IoT as a highly effective and scalable solution for real-world IoT traffic classification challenges.…”
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Communication Between Parents and Young People on Sexual and Reproductive Health Issues and Its Associated Factors in Holeta and Bako Towns, Oromia, West Ethiopia: A Cross‐Sectiona... by Tsegaye Benti Muse, Hunduma Dinsa Ayeno, Mulugeta Mekuria Mengistu, Yohannes Bacha Gemechu, Seifadin Ahmed Shallo, Elias Teferi Bala

“…Descriptive statistics were conducted for common variables. Binary and multiple logistic regression analyses were performed to identify factors associated with SRH communication using a 95% confidence interval and a p‐value less than 0.05. …”
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Evaluation of comprehensive abortion care service in University of Gondar Comprehensive Specialized Hospital in Northwest Ethiopia: mixed case study design by Birtukan Demis Getaneh, Nigusu Worku, Kaleb Assegid Demissie, Tesfahun Zemene Tafere, Melak Jejaw

“…Stata version 17 was used. Binary logistic regression analysis was computed to identify eligible variables for the multivariable logistic regression, and a variable with p-value < 0.05 at adjusted odds ratio with a 95% confidence interval was declared as statistically significant. …”
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Assessing the effect of energy poverty on health outcomes: insights from Ghana by Kwasi Nyame-Baafi, Joseph Kofi Agyapong Darmoe, Williams Ohemeng, Michel Adurayi Amenah

“…Lewbel 2SLS estimates confirm these patterns, showing a robust positive effect on illness incidence (0.181, p < 0.05) and a significant negative impact on healthcare utilization (–0.137, p < 0.10). …”
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Dengue among suspected patients with dengue admitted at a tertiary level hospital in Mymensingh region of Bangladesh: A hospital-based epidemiological study. by Md Saiful Islam Khan, Md Abu Sayem, Md Mothashin, Md Nurul Islam, Md Golam Hossain

“…The chi-square test and binary logistic regression model were used to determine the influencing factors of dengue using SPSS software (IBM version 25).…”
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Analysis of factors affecting prognosis of the visual acuity and baseline risk factors for subretinal fibrosis in neovascular age-related macular degeneration patients by Shihan Liu, Minming Zheng, Huixin Sun, Chunxing Pan, Danting Li, Xiyuan Zhou, Zheng Zheng

“…Eyes with SF had worse baseline BCVA (p &lt; 0.001), greater CMT (p = 0.009), and a higher prevalence of IRF (p = 0.005), type 2 MNV (p = 0.001), SHRM (p = 0.012), and HF (p = 0.028). Logistic binary regression analysis showed that baseline BCVA (logMAR) (OR = 0.02, 95% CI: 0.00–0.45, p = 0.013), HF (OR = 0.11, 95% CI: 0.01–0.95, p = 0.045), and type 2 MNV (OR = 0.08, 95% CI: 0.01–0.88, p = 0.039) were independent risk factors of subretinal fibrosis. …”
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Prevalence of hypertensive retinopathy and its associated factors among adult hypertensive patients attending at Comprehensive Specialized Hospitals in Northwest Ethiopia, 2024, a... by Yitayal Abebe Gudayneh, Abebech Fikade Shumye, Abebech Tewabe Gelaye, Melkamu Temeselew Tegegn

“…Bivariable and then multivariable binary logistic regression models were fitted to determine factors associated with hypertensive retinopathy. …”
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Inflammatory burden index as a predictor of mortality in septic patients: a retrospective study using the MIMIC-IV database by Zhitao Zhong, Mingyan Fan, Lukai Lv, Qiong Long, Kefeng Li, Ping Xu

“…Patients were categorized into quartiles based on their log-transformed Inflammatory Burden Index (LnIBI) levels. Binary logistic regression was utilized to examine the independent influence of IBI on mortality outcomes, adjusting for confounders. …”
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Correlates of Exercise Behavior Based on Socio-Ecological Theoretical Model among Chinese Urban Adults: An Empirical Study by Yong Zhang, Ya-Jun Zhang, Yongdong Qian, Zhaofeng Meng, Xiaofang Ying

“…Furthermore, support from family and friends can positively reinforce exercise behavior.…”
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Impaired sensitivity to thyroid hormones is associated with high lipoprotein(a) level in euthyroid patients with type 2 diabetes mellitus by Luojing Zhong, Ruiyu Lin, Baozhen Cao, Wenying Zhong, Mei Tu, Mei Tu, Wen Wei, Wen Wei

“…Linear regression analysis revealed that TFQI displayed a positive correlation with Lp(a) levels, whereas the FT3/FT4 ratio exhibited a negative correlation. …”
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Age-related changes in DNA methylation in a sample of elderly Brazilians by Hayley Welsh, Caio M. P. F. Batalha, Weili Li, Nadja C. Souza-Pinto, Yeda A. O. Duarte, Michel S. Naslavsky, Esteban J. Parra

“…Using mixed-effects models, we examined changes in DNAm patterns using both quantitative age and binary timepoint (e.g., baseline vs. follow-up) as predictors of interest to identify differentially methylated positions (DMPs). …”
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Breeding habitat suitability modeling of white-rumped vulture (Gyps bengalensis, Gmelin JF, 1788) in proximity to vulture restaurants in central lowland of Nepal by Nishan Baral, Nishan Baral, Suraj Joshi, Nitant Rai, Ankit Bilash Joshi, Kiran Poudel, Shailendra Kumar Yadav

“…The average of the 10 models’ “maximum test sensitivity plus specificity Cloglog threshold” value was 0.5784. Using this, a binary map was produced, and it was found that 96.88 km2 (3.82%) of the total of 2,532 km2 area was suitable breeding habitat for the white-rumped vulture. …”
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Prevalence of malaria and associated factors among pregnant women in East Dembia District Northwest Ethiopia by Mekonnen Sisay, Meseret Kebede, Atalay Goshu Muluneh

“…Bivariable and multivariable binary logistic regression models were fitted to identify factors associated with malaria infection among pregnant women. …”
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Patient satisfaction with health status in rheumatoid arthritis based on remote assessment: a pilot OPTIMA study (Patient-reported Outcomes, Severity and Medical care in Arthritis) by E. Yu. Polishchuk, A. E. Karateev, H. R. Makhmudov, K. S. Kalashnikov, N. A. Bulgakova, A. M. Lila

“…Glucocorticoids (GCs) were used by 39.7%, and nonsteroidal anti-inflammatory drugs (NSAIDs ) by 67.9% of patients.Results and discussion. A positive assessment of their health status (PASS+) was reported by 45.8% of patients. …”
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Palliative care and its association with the quality of death in patients with advanced cancer in China: a cross-sectional study with a family caregivers’ perspective by Jun Ma, Li Liang, Siyuan Tang, Jinfeng Ding, Jiarui Chen, Fang Xie, Binbin Wen, Qian Zeng

“…The most significant differences were observed in the dimensions of ‘passing away in a place that meets the patient’s wishes,’ ‘unawareness of death’ and ‘remaining hopeful and happy.’Conclusions Patient and caregiver characteristics influence palliative care utilisation, and use of palliative care contributes positively to most dimensions of the QOD. Future research should further explore multiple factors influencing palliative care utilisation and examine whether they contribute to the QOD.…”
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Prevalence and clinical correlates of chronic obstructive pulmonary disease in heart failure patients: a cross-sectional study in China by Ailing Zhu, Manman Hu, Dehai Ge, Xiujian Zhang, Jinfeng Zhang, Yangchun Wang, Xin Yao, Junjun Liu

“…Type II respiratory failure and right ventricular dysfunction (RVD) were more prevalent in the COPD subgroup (p &lt; 0.001). Binary logistic regression, after adjustments, indicated positive associations between COPD and age over 60 (OR = 3.831, 95%CI: 1.085–13.526, p = 0.037), male sex (OR = 1.587, 95%CI: 1.032–2.441, p = 0.036), higher CCI (OR = 2.214, 95%CI: 1.796–2.729, p &lt; 0.001), elevated PaCO2 (OR = 1.035, 95%CI: 1.015–1.055, p &lt; 0.001), and RVD (OR = 0.605, 95%CI: 0.119–3.063, p = 0.544). …”
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Deciduous Teeth Extraction Practice and Associated Factors Among Under Five‐Years‐Old Children in the Gambella Region, South West, Ethiopia: A Mixed Study by Takele Shilu Demewoz, Gizachew Worku Dagnew, Zemenu Shiferaw Yadita

“…Both bivariable and multivariable binary logistic regression analyses were used to identify factors associated with deciduous tooth extraction (DTE). …”
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Patient satisfaction with healthcare services and associated factors at public health centers in Addis Ababa, Ethiopia by Getachew Tollera, Mulumebet Tadesse Retta, Aderajew Mekonnen Girmay

“…A simple random sampling method was used to select 633 participants who were interviewed via a structured questionnaire. Binary and multivariable logistic regression analyses were conducted. …”
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Nutritional status and barriers to optimal nutrition among pediatric patients with cancer in tanzania: a quantitative analysis by Deogratias M. Katabalo, Yadurshini Raveendran, Anthony Cuthbert Liwa, Benson R. Kidenya, Kristin Schroeder

“…Caregivers not at risk demonstrated significantly better nutrition knowledge and more positive perceptions than those at risk. Conclusion Undernutrition is common among pediatric patients with cancer and may be influenced by clinical and socioeconomic factors, including anemia, caregiver knowledge, and household food insecurity. …”
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Endometrial histological patterns and associated factors of abnormal uterine bleeding among women seeking gynecological services from referral hospitals in Western Uganda: a cross-... by Joan Logose, Marie Pascaline Sabine Ishimwe, Moses Kabali, Emmanuel Okurut, Emmanuel Eliu, Adam Ddamulira, Theoneste Hakizimana

“…Descriptive statistics followed by binary logistic regression were conducted to achieve the study objectives. …”
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