AUC statistics as calculated from simulated time series. Each statistical metric was calculated within sliding windows, throughout the pre-critical interval. We considered five-, fifteen-, and thirty-day sliding windows. Given that the temperature of the system increased to 12°C on day sixty, we also considered three pre-critical intervals: Days 1 to 60, Days 20 to 60, and Days 30 to 60. To evaluate trends in these metrics, we calculated Kendall’s rank correlation coefficient during the pre-critical interval, and compared control (constant temperature, non-epidemic) and warming (warming treatment, epidemic emergence) coefficients across simulations and experimental populations by calculating the area under the curve (AUC) statistic. Values less than 0.5 suggest that a decrease in the statistical metric indicates emergence, while values greater than 0.5 suggest that an increase in the statistical metric indicates emergence, with more extreme values indicating stronger tre حسب Madeline Jarvis-Cross (22394247)

"…To evaluate trends in these metrics, we calculated Kendall’s rank correlation coefficient during the pre-critical interval, and compared control (constant temperature, non-epidemic) and warming (warming treatment, epidemic emergence) coefficients across simulations and experimental populations by calculating the area under the curve (AUC) statistic. Values less than 0.5 suggest that a decrease in the statistical metric indicates emergence, while values greater than 0.5 suggest that an increase in the statistical metric indicates emergence, with more extreme values indicating stronger tre</p>…"

Flow diagram of participants selection. حسب Wei Huang (36889)

"…RCS analysis revealed nonlinear positive BRI-LMM associations. Each10 units increase in BRI, ASM/ BMI decreased by 29% (β = −0.29,95% CI: −0.31, −0.28, <i><i>p</i></i> value < 0.0001). …"

Minimal data set. حسب Wei Huang (36889)

"…RCS analysis revealed nonlinear positive BRI-LMM associations. Each10 units increase in BRI, ASM/ BMI decreased by 29% (β = −0.29,95% CI: −0.31, −0.28, <i><i>p</i></i> value < 0.0001). …"

Weighted comparison of baseline characteristics. حسب Wei Huang (36889)

"…RCS analysis revealed nonlinear positive BRI-LMM associations. Each10 units increase in BRI, ASM/ BMI decreased by 29% (β = −0.29,95% CI: −0.31, −0.28, <i><i>p</i></i> value < 0.0001). …"

Supplementary file 1_Analysis of the diagnostic value of peripheral blood immune inflammatory indicators of female bladder pain syndrome.zip حسب Yinglei Wang (3844756)

Effect of oral potassium supplementation on urinary potassium excretion and its diagnostic value for primary aldosteronism حسب Ke Zhang (115386)

"…Following a median potassium supplement dose of 8.50 g, serum potassium increased from 3.25 to 3.90 mmol/L (<i>p</i> < .001), and 24-hour urinary potassium (24 h UK) rose from 41.40 to 59.75 mmol/24 h (<i>p</i> = .004). …"

Demographic and ocular features. حسب Mingxi Shao (10066570)

"…The XGBoost or KNN model using TAS alone achieved the highest AUC (0.74) in five-fold cross-validation.</p><p>Conclusion</p><p>The decrease in TAS levels and the increase in H₂O₂ and MDA levels are found to be correlated with PCG, and the results indicate that oxidative stress plays a part in congenital glaucoma onset.…"

Machine learning model to diagnose PCG. حسب Mingxi Shao (10066570)

"…The XGBoost or KNN model using TAS alone achieved the highest AUC (0.74) in five-fold cross-validation.</p><p>Conclusion</p><p>The decrease in TAS levels and the increase in H₂O₂ and MDA levels are found to be correlated with PCG, and the results indicate that oxidative stress plays a part in congenital glaucoma onset.…"

ROC curves of TAS + SOD + MDA to diagnose PCG. حسب Mingxi Shao (10066570)

"…The XGBoost or KNN model using TAS alone achieved the highest AUC (0.74) in five-fold cross-validation.</p><p>Conclusion</p><p>The decrease in TAS levels and the increase in H₂O₂ and MDA levels are found to be correlated with PCG, and the results indicate that oxidative stress plays a part in congenital glaucoma onset.…"

Clinical characteristics of IDC patients. حسب Gangming Zhu (21094310)

"…Besides, ADC value was increased (<i>P</i><0.001), but K^trans (<i>P</i>=0.037) and K_ep (<i>P</i>=0.004) were decreased in IDC patients with Lumina A (vs. other molecular subtypes). …"

AUC statistics comparing statistical trends in control and test populations. حسب Madeline Jarvis-Cross (22394247)

"…Values less than 0.5 suggest that a decrease in the statistical metric indicates emergence, while values greater than 0.5 suggest that an increase in the statistical metric indicates emergence, with more extreme values indicating stronger trends. …"

Significantly Enriched Pathways. حسب Jiyong Zhang (2498740)

"…Pathway analysis revealed a marked decrease in expression within certain key metabolic pathways (such as the one-carbon pool by folate) in the NAFLD group, while expression in DNA repair-related pathways (such as non-homologous end joining) was significantly increased. …"

Trend coefficients and AUC statistics across four control populations (“Pop’n 1” to “Pop’n 4”) and four warming populations (“Pop’n 5” to “Pop’n 8”), as calculated from empirical time series during the approach to criticality.... حسب Madeline Jarvis-Cross (22394247)

"…<p>Trend coefficients and AUC statistics across four control populations (“Pop’n 1” to “Pop’n 4”) and four warming populations (“Pop’n 5” to “Pop’n 8”), as calculated from empirical time series during the approach to criticality. …"

Comparative Internal and External AUC Performance Across Single-Site Models. حسب Ioana Duta (18462981)

Characteristics of women at admission. حسب Guiyou Yang (10259597)

"…The AUC-PRC values (0.2–0.4) of the fullPIERS model remained low (i.e., close to the daily fraction of adverse outcomes, indicating low discriminative capacity). …"

Inflammation-free survival by predicted risk group. حسب Sanghee Kim (75767)

Image1_The immunological and prognostic significance of the diabetes mellitus-related gene WFS1 in endometrial cancer.tif حسب Wenzhe Li (815057)

"…Stemness index analysis revealed that decreased WFS1 expression was associated with increased tumor grade and enhanced tumor stemness, suggesting increased malignancy of EC. …"

Table1_The immunological and prognostic significance of the diabetes mellitus-related gene WFS1 in endometrial cancer.xlsx حسب Wenzhe Li (815057)

"…Stemness index analysis revealed that decreased WFS1 expression was associated with increased tumor grade and enhanced tumor stemness, suggesting increased malignancy of EC. …"

Data Sheet 1_Decoding the hypoxia-exosome-immune triad in OSA: PRCP/UCHL1/BTG2-driven metabolic dysregulation revealed by interpretable machine learning.zip حسب Weilong Ye (12984647)

"…OSA is associated with a reproducible transcriptional signature characterized by increased PRCP and UCHL1 expression and decreased BTG2 expression.…"

Table 1_Diagnostic potential of WNT signaling gene methylation in pulmonary tuberculosis.doc حسب Hua Wang (13530)

"…The diagnostic value was slightly enhanced when CTNNB1 combined with WNT3A, DKK-1, LRP6, with an AUC of 0.710.…"