pone.0324800.t002 - by Mohammed Qasim Shaheen (21417079)

“…In addition, the results examine a significant reduction in CO₂ emissions by 1.58 kg/hr. …”

Impact of heat exchanger effectiveness on COP. by Mohammed Qasim Shaheen (21417079)

“…In addition, the results examine a significant reduction in CO₂ emissions by 1.58 kg/hr. …”

Assumed conditions. by Mohammed Qasim Shaheen (21417079)

“…In addition, the results examine a significant reduction in CO₂ emissions by 1.58 kg/hr. …”

Assumed conditions. by Mohammed Qasim Shaheen (21417079)

“…In addition, the results examine a significant reduction in CO₂ emissions by 1.58 kg/hr. …”

Neutrophil function assays completed on CGD patients off and after the 4^th dose of IFN-γ. by Daniel R. Ambruso (12042605)

“…Fluorescence -labeled patient cells were detected as they crossed fluorescence-blocking PET membrane into lower wells of the system. Fluorescence was measured as described in Methods and expressed as maximum rate of fluorescence/min. …”

S1 File - by Ingmar Lundquist (46422)

“…Additionally, the significance of extracellular NO on GSIS was studied. …”

Screw location map. by Petr Boháč (20685499)

“…<div><p>Background and objective</p><p>The use of bone allograft reconstructions after tumor resection can introduce significant complications. Stable fixation is required to decrease the incidence of mechanical complications of segmental bone allografts. …”

The applied forces and moments. by Petr Boháč (20685499)

“…<div><p>Background and objective</p><p>The use of bone allograft reconstructions after tumor resection can introduce significant complications. Stable fixation is required to decrease the incidence of mechanical complications of segmental bone allografts. …”

The applied forces and moments for the muscles. by Petr Boháč (20685499)

“…<div><p>Background and objective</p><p>The use of bone allograft reconstructions after tumor resection can introduce significant complications. Stable fixation is required to decrease the incidence of mechanical complications of segmental bone allografts. …”

6MWT results. by Imane Salmam (21485704)

“…Additionally, VO₂_peak was decreased in most studies (7/10), falling below 80% of the predicted value, indicating impaired aerobic capacity. …”

Flowchart of selected studies. by Imane Salmam (21485704)

“…Additionally, VO₂_peak was decreased in most studies (7/10), falling below 80% of the predicted value, indicating impaired aerobic capacity. …”

Spirometry results. by Imane Salmam (21485704)

“…Additionally, VO₂_peak was decreased in most studies (7/10), falling below 80% of the predicted value, indicating impaired aerobic capacity. …”

Detailed characteristics of included studies. by Imane Salmam (21485704)

“…Additionally, VO₂_peak was decreased in most studies (7/10), falling below 80% of the predicted value, indicating impaired aerobic capacity. …”

Risk of bias assessment of included studies. by Imane Salmam (21485704)

“…Additionally, VO₂_peak was decreased in most studies (7/10), falling below 80% of the predicted value, indicating impaired aerobic capacity. …”

VO_2peak results. by Imane Salmam (21485704)

“…Additionally, VO₂_peak was decreased in most studies (7/10), falling below 80% of the predicted value, indicating impaired aerobic capacity. …”

Flow chart of research object screening. by Wenyao Xie (21567889)

“…Estradiol exhibited significant non-linear relationship with ALI (P = 0.027), with multiple inflection points suggesting concentration-dependent effects.…”

Trends in spatial beta diversity over time. by Zoë J. Kitchel (21688386)

“…A lack of significant trend is shown in blue. The average linear trend across surveys (black line with 95% confidence interval in gray) is also plotted from a linear mixed effect model with a random slope and intercept for survey. …”

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 file without outliers. by Helena Wallin (6103205)

“…At follow-up, the increase in KYN and KYN/TRP was related to a decrease in ExCap in CKD 2–3. After adjusting for GFR, increase in KYN/TRP remained an independent significant predictor of a decline in ExCap in CKD 2–3.…”

Participants’ Mean Blood Glucose. by Giti Azim (20940548)

“…Moreover, multivariate analysis using multiple linear regression indicates the same result; however, the results of marital status and gender are not significant with BG level and results of education levels, salt intake and any type of physical activity are not significant with TC levels. …”