Correlation in site-level DNA methylation estimates between TMS and RRBS data after permutation. by Amy Longtin (21409957)

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. …”

All data extracted. by Xuqin Du (8803772)

Table 1_Gender difference in the association between composite dietary antioxidant index and all-cause mortality.docx by Lanzhi Duan (15350413)

“…The restricted cubic spline revealed that the hazard ratio (HR) of all-cause mortality decreased significantly with increasing CDAI. …”

S1 Data - by Bowen Deng (3123237)

“…We identified 4 longitudinal trajectories of blood glucose, including class 1 (a low initial average blood glucose level with steady trend within 24 hours), class 2 (a high initial average blood glucose with gently decreased trend), class 3 (the highest initial average blood glucose with rapidly decreased trend) and class 4 (a high initial average blood glucose level with the trend that increased at first and then decreased). …”

Characteristics of AMI patients with DM. by Bowen Deng (3123237)

“…We identified 4 longitudinal trajectories of blood glucose, including class 1 (a low initial average blood glucose level with steady trend within 24 hours), class 2 (a high initial average blood glucose with gently decreased trend), class 3 (the highest initial average blood glucose with rapidly decreased trend) and class 4 (a high initial average blood glucose level with the trend that increased at first and then decreased). …”

Data Sheet 1_Association of oxidative balance score with all-cause and cardiovascular mortality among patients with cardio-renal-metabolic disease.docx by Yucui Lin (21598376)

“…Moreover, Higher OBS quartiles were linked to a decreased risk of cardiovascular mortality, while no significant reduction was observed in the lower quartiles [model 3: Q2, Q3, Q4: aHR (95CI%) = 0.96(0.77–1.19), 0.78 (0.63–0.97), 0.70 (0.53–0.93), respectively; P for trend = 0.003]. …”

Model diagnostics for all death events. by Xin Zhang (35492)

Physical-chemical properties of recycling agents. by Ying Fang (147352)

“…Meanwhile, compared to two-commercial recycling agents, BRA had a significant improvement on the micro adhesion of aged asphalt, and behaved a better recycling effect on the aged asphalt.…”

Permeation performance test results of BRA. by Ying Fang (147352)

“…Meanwhile, compared to two-commercial recycling agents, BRA had a significant improvement on the micro adhesion of aged asphalt, and behaved a better recycling effect on the aged asphalt.…”

AFM test equipment and samples. by Ying Fang (147352)

“…Meanwhile, compared to two-commercial recycling agents, BRA had a significant improvement on the micro adhesion of aged asphalt, and behaved a better recycling effect on the aged asphalt.…”

Basic technical indicators of asphalt binders. by Ying Fang (147352)

“…Meanwhile, compared to two-commercial recycling agents, BRA had a significant improvement on the micro adhesion of aged asphalt, and behaved a better recycling effect on the aged asphalt.…”

Basic technical indicators of waste soybean oil. by Ying Fang (147352)

“…Meanwhile, compared to two-commercial recycling agents, BRA had a significant improvement on the micro adhesion of aged asphalt, and behaved a better recycling effect on the aged asphalt.…”

The orthogonal test results. by Ying Fang (147352)

“…Meanwhile, compared to two-commercial recycling agents, BRA had a significant improvement on the micro adhesion of aged asphalt, and behaved a better recycling effect on the aged asphalt.…”

The orthogonal test table L₁₆ (4⁴). by Ying Fang (147352)

“…Meanwhile, compared to two-commercial recycling agents, BRA had a significant improvement on the micro adhesion of aged asphalt, and behaved a better recycling effect on the aged asphalt.…”

Differential scanning calorimetry tester. by Ying Fang (147352)

“…Meanwhile, compared to two-commercial recycling agents, BRA had a significant improvement on the micro adhesion of aged asphalt, and behaved a better recycling effect on the aged asphalt.…”

Extracted results of evaluation indexes. by Ying Fang (147352)

“…Meanwhile, compared to two-commercial recycling agents, BRA had a significant improvement on the micro adhesion of aged asphalt, and behaved a better recycling effect on the aged asphalt.…”

Risk Illustration. by Iftikhar Ali Ch (20783753)

“…A 1 kg/m2 increase in BMI is associated with a 6.4% increase in the risk of SCD. …”

Predictors of SCD. by Iftikhar Ali Ch (20783753)

“…A 1 kg/m2 increase in BMI is associated with a 6.4% increase in the risk of SCD. …”

Clinical outcomes. by Iftikhar Ali Ch (20783753)

“…A 1 kg/m2 increase in BMI is associated with a 6.4% increase in the risk of SCD. …”