VOT vs DOTS TB treatment adherence rates. by Stavia Turyahabwe (9925935)

“…</p><p>Results</p><p>There was a significant improvement (<i>p</i><0.01) in knowledge and awareness levels of community members post the AGB exercises which included creating awareness using digital storytelling, house visits and more. …”

Sample size and duration of the pilot study. by Stavia Turyahabwe (9925935)

“…</p><p>Results</p><p>There was a significant improvement (<i>p</i><0.01) in knowledge and awareness levels of community members post the AGB exercises which included creating awareness using digital storytelling, house visits and more. …”

Participant flow (CONSORT diagram). by David J. Diemert (8135568)

“…Addition of CpG 10104 to <i>Na</i>-GST-1/Alhydrogel resulted in significant improvement in IgG responses against the vaccine antigen. …”

Table_1_Effectiveness of Korean medicine treatments in improving cognitive function and prefrontal cortex activity in older individuals with mild cognitive impairment: retrospectiv... by Yujin Choi (4350172)

Datasets used in the study. by Rajon Banik (12066099)

“…Regional disparities were also observed; facilities in rural areas had significantly lower readiness than those in urban areas, and facilities from the Rangpur division showed significantly higher readiness compared to those in Dhaka in both survey years.…”

Addressing Imbalanced Classification Problems in Drug Discovery and Development Using Random Forest, Support Vector Machine, AutoGluon-Tabular, and H2O AutoML by Ayush Garg (21090944)

“…The important findings of our studies are as follows: (i) there is no effect of threshold optimization on ranking metrics such as AUC and AUPR, but AUC and AUPR get affected by class-weighting and SMOTTomek; (ii) for ML methods RF and SVM, significant percentage improvement up to 375, 33.33, and 450 over all the data sets can be achieved, respectively, for F1 score, MCC, and balanced accuracy, which are suitable for performance evaluation of imbalanced data sets; (iii) for AutoML libraries AutoGluon-Tabular and H2O AutoML, significant percentage improvement up to 383.33, 37.25, and 533.33 over all the data sets can be achieved, respectively, for F1 score, MCC, and balanced accuracy; (iv) the general pattern of percentage improvement in balanced accuracy is that the percentage improvement increases when the class ratio is systematically decreased from 0.5 to 0.1; in the case of F1 score and MCC, maximum improvement is achieved at the class ratio of 0.3; (v) for both ML and AutoML with balancing, it is observed that any individual class-balancing technique does not outperform all other methods on a significantly higher number of data sets based on F1 score; (vi) the three external balancing techniques combined outperformed the internal balancing methods of the ML and AutoML; (vii) AutoML tools perform as good as the ML models and in some cases perform even better for handling imbalanced classification when applied with imbalance handling techniques. …”

Data Sheet 1_Using a co-created checklist to improve on-farm biosecurity: an observational pilot intervention with pig farmers and livestock field officers in Sumbawanga, Tanzania.... by Aashima Auplish (17775827)

“…<p>The Tanzanian pig sector has the capacity to become market-oriented but it is constrained by significant factors like poor husbandry, management practices and disease, like African swine fever (ASF). …”

Supporting information_raw dataset. by Nusrat Jahan Mumu (22305359)

“…The interactions among tillage, residue, and N were significant for most P pools highlighting the synergistic effects of CA and N management. …”

Soil phosphorus fractionations procedure [41]. by Nusrat Jahan Mumu (22305359)

“…The interactions among tillage, residue, and N were significant for most P pools highlighting the synergistic effects of CA and N management. …”

Yearly crude rates for alcohol-induced deaths among males by state in 2019, 2021, and 2024. by Tony Wong (779773)

Antibody description. by Qi He (384033)

“…Mechanistically, our results indicate that HRW elevates the levels of SOD, CAT, and GSH, while effectively clearing ROS within mitochondria. It was observed led to a regulation in the expression of mitochondrial quality control proteins, consequently improving mitochondrial biogenesis (Nrf1, PGC-1α, Tfam), and increasing ATP production. …”

Raw data of this article. by Qi He (384033)

“…Mechanistically, our results indicate that HRW elevates the levels of SOD, CAT, and GSH, while effectively clearing ROS within mitochondria. It was observed led to a regulation in the expression of mitochondrial quality control proteins, consequently improving mitochondrial biogenesis (Nrf1, PGC-1α, Tfam), and increasing ATP production. …”

Passive sensing data. by Thierry Jean (20691795)

“…Results also showed that metrics that do not account for imbalance (mean absolute error, accuracy) systematically overestimated performance, XGBoost models performed on par with or better than LSTM models, and a significant yet very small decrease in performance was observed as the forecast horizon expanded. …”

Surveys. by Thierry Jean (20691795)

“…Results also showed that metrics that do not account for imbalance (mean absolute error, accuracy) systematically overestimated performance, XGBoost models performed on par with or better than LSTM models, and a significant yet very small decrease in performance was observed as the forecast horizon expanded. …”

Additional questions on vaccination. by Sara Saleh (6733619)

“…However, only 43.3% exhibited good vaccination practices. Significant disparities were observed in rural regions such as Beqaa, where mothers had the lowest education levels, the highest rates of poor knowledge (11.9%), and the lowest vaccination practice scores (32.7%). …”

The raw data file. by Sara Saleh (6733619)

“…However, only 43.3% exhibited good vaccination practices. Significant disparities were observed in rural regions such as Beqaa, where mothers had the lowest education levels, the highest rates of poor knowledge (11.9%), and the lowest vaccination practice scores (32.7%). …”

CONSORT flow diagram. by Mehran Asadi-Aliabadi (8383110)

“…The interventions had statistically significant effects only on decreasing the prevalence of overweight and obesity. …”

Exclusion and enrollment summary from NHANES. by Lu Han (151620)

“…</p><p>Results</p><p>Significant differences were observed in PLR (103.24 ± 44.59), SII (455.23 ± 339.56), PNR (58.22 ± 32.20), PMR (366.85 ± 191.76), and NMR (7.03 ± 3.78) between infected and uninfected groups (P < 0.05). …”

Validation of distinct contribution of capsule and hypercapsule-associated HMV in IFA-conferred protection against hvKP infection using a <i>ΔrmpD</i>-K7 mutant. by Tingting Wang (123983)

Battery parameters. by Peijian Jin (22265437)

“…The acoustic emission waveforms exhibited a dual-peak characteristic throughout the entire charging and discharging cycles. We observed a pattern in which the time intervals between the waveforms decreased rapidly at first and then stabilized. …”