Raw performance metrics for the Logistic Regression (LR) model.

Raw performance metrics for the Logistic Regression (LR) model.

<p>The table presents the raw output from the bootstrap analysis, showing the mean, lower, and upper confidence interval bounds for the AUC of local and federated models, and the performance gain (<i>Δ</i>AUC). For each of the 21 participating hospitals, the table lists the mean Ar...

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Príomhchruthaitheoir:	Roberta Moreira Wichmann (14259316) (author)
Rannpháirtithe:	Murilo Afonso Robiati Bigoto (22676715) (author), Alexandre Dias Porto Chiavegatto Filho (14259328) (author)
Foilsithe / Cruthaithe:	2025
Ábhair:	Cell Biology Ecology Cancer Science Policy Biological Sciences not elsewhere classified Chemical Sciences not elsewhere classified Information Systems not elsewhere classified via parameter aggregation using ensemble aggregation strong inverse correlation maximum performance degradation benefits requires caution beneficial collaborative effect >&# 916 ;</ 19 mortality using 19 mortality prediction local patient volume statistically certain benefits statistical significance showed 0273 ]) due auc crossed zero study validates fl fl models demonstrated performance gain (< evaluated federated learning div >< p collaborative model ’ auc minus auc local data scarcity ci [– 0 gain ’ federated learning local validation universally certain statistical advantage 6307 ]) auc across – 0 volatile algorithm smallest hospital particularly evident network (< multicentric sample multicenter sample limited institutions layer perceptron iid ). high sensitivity findings underscore every site enabling mechanism despite achieving confidence intervals 500 ). 022 patients
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Míreanna comhchosúla

Evolution of the hyperparameter <i>t</i> in relation to the LR and MLP models.
de réir: Roberta Moreira Wichmann (14259316)
Foilsithe / Cruthaithe: (2025)

Hospitals by region in Brazil, with a list of hospitals.
de réir: Roberta Moreira Wichmann (14259316)
Foilsithe / Cruthaithe: (2025)

List of variables used to predict hospitalization mortality in the federated and local learning approaches.
de réir: Roberta Moreira Wichmann (14259316)
Foilsithe / Cruthaithe: (2025)

Comparison of predictive performance between federated and local learning models.
de réir: Roberta Moreira Wichmann (14259316)
Foilsithe / Cruthaithe: (2025)

Schematic visualization of the federated learning approaches.
de réir: Roberta Moreira Wichmann (14259316)
Foilsithe / Cruthaithe: (2025)

Regional analysis of socioeconomic indicators and federated learning performance gain.
de réir: Roberta Moreira Wichmann (14259316)
Foilsithe / Cruthaithe: (2025)

Raw performance metrics for the Random Forest (RF) model.
de réir: Roberta Moreira Wichmann (14259316)
Foilsithe / Cruthaithe: (2025)

Raw performance metrics for the MLP model.
de réir: Roberta Moreira Wichmann (14259316)
Foilsithe / Cruthaithe: (2025)

ميعاد رفع دعوى الإلغاء في ظل قانون القضاء الإداري الأردني رقم (27) لسنة 2014
de réir: Alqadi, Waleed Saud
Foilsithe / Cruthaithe: (2021)

Data Sheet 1_Estimation and assessment of solar wind propagation time from the Lagrange point L1 to Earth’s bow shock.pdf
de réir: Samira Tasnim (22686185)
Foilsithe / Cruthaithe: (2025)

Table 1_Evaluation of self-efficacy in Spanish nurse prescribers: are they qualified to safely and effectively prescribe medication and health devices?.docx
de réir: Francisco Javier Gomis-Jimeno (22686371)
Foilsithe / Cruthaithe: (2025)

USDA Forest Service employee demographic data for diversity and inclusion analysis, 1995-2017
de réir: Sonya S. Sachdeva (12395245)
Foilsithe / Cruthaithe: (2025)

Table 1_Development and validation of a clinical prediction model for in-hospital mortality of severe pneumonia based on machine learning.docx
de réir: Kai Xie (2053498)
Foilsithe / Cruthaithe: (2025)

Jurimetria do artigo "Autolavagem de Dinheiro na Jurisprudência dos Tribunais Federais Regionais"
de réir: Anna Beatriz Sartorio Ramos da Silva (22682186)
Foilsithe / Cruthaithe: (2025)

Comparison of hierarchical classifier performance among four machine learning models for the early-loss, intermediate-loss, and late/no-loss groups.
de réir: Raiki Yoshimura (22676573)
Foilsithe / Cruthaithe: (2025)

Comparison of multi-class classifier performance among four machine learning models for early-loss, intermediate-loss, and late/no-loss groups.
de réir: Raiki Yoshimura (22676573)
Foilsithe / Cruthaithe: (2025)

Comparison of binary classifier performance among four machine learning models for early-loss, intermediate-loss, and late/no-loss groups.
de réir: Raiki Yoshimura (22676573)
Foilsithe / Cruthaithe: (2025)

Comparison of performance of four machine learning models for long-term graft loss prediction.
de réir: Raiki Yoshimura (22676573)
Foilsithe / Cruthaithe: (2025)

Comparison of prediction performance with previously reported metrics.
de réir: Raiki Yoshimura (22676573)
Foilsithe / Cruthaithe: (2025)

Comparison of performance of four machine learning models for early graft loss prediction.
de réir: Raiki Yoshimura (22676573)
Foilsithe / Cruthaithe: (2025)

Predicting stratified groups in the validation cohort: (A) Workflows for the multi-class classification and hierarchical classification models are illustrated.
de réir: Raiki Yoshimura (22676573)
Foilsithe / Cruthaithe: (2025)

Stratification and characterization of groups showing different graft survival: (A) UMAP visualization of the stratified derivation cohort data based on the distance matrix from the RF clustering.
de réir: Raiki Yoshimura (22676573)
Foilsithe / Cruthaithe: (2025)

Prediction of early graft loss at the individual level and identification of crucial factors: (A) Survival curves for all patients who experienced graft loss are plotted.
de réir: Raiki Yoshimura (22676573)
Foilsithe / Cruthaithe: (2025)

Multivariate logistic regression analysis results of arrhythmia occurrence in COVID-19 patients (n = 324).
de réir: Wenzhao Guan (16559592)
Foilsithe / Cruthaithe: (2025)

Characteristics of arrhythmia and non-arrhythmia groups.
de réir: Wenzhao Guan (16559592)
Foilsithe / Cruthaithe: (2025)

ROC curve of regression equation for assessing arrhythmia in patients with COVID-19.
de réir: Wenzhao Guan (16559592)
Foilsithe / Cruthaithe: (2025)

Types and rates of arrhythmias in COVID-19 patients.
de réir: Wenzhao Guan (16559592)
Foilsithe / Cruthaithe: (2025)

Confusion matrix of the ABC–LR–RF hybrid model for IVF outcome prediction.
de réir: Uğur Ejder (22683228)
Foilsithe / Cruthaithe: (2025)

Calibration curve of the ABC–LR–RF hybrid model for IVF outcome prediction.
de réir: Uğur Ejder (22683228)
Foilsithe / Cruthaithe: (2025)

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de réir: Suhang Yang (22675019)
Foilsithe / Cruthaithe: (2025)

حدود الحصانة النيابية المقررة لأعضاء مجلس الأمة الأردني في التشريعات الأردنية
de réir: Al-Laymoon , Awad Rajab
Foilsithe / Cruthaithe: (2021)

ROC and PR–AUC curves of the ABC–LR–RF hybrid model for IVF outcome prediction.
de réir: Uğur Ejder (22683228)
Foilsithe / Cruthaithe: (2025)

Table 1_Reliability and validity testing of the Chinese version of the self-directed learning scale among middle school students.docx
de réir: Fei Cheng (315348)
Foilsithe / Cruthaithe: (2025)

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de réir: Abu-Mounes, Raed Nasri
Foilsithe / Cruthaithe: (2024)

Narrowing Surface Plasmon Resonances of Gold Nanorods via Multiwavelength Analytical Ultracentrifugation-Assisted Fractionation
de réir: Mengdi Chen (1560865)
Foilsithe / Cruthaithe: (2025)

'A Gathered Stillness' score with recording
de réir: Alan Williams (3853642)
Foilsithe / Cruthaithe: (2025)

Data Sheet 1_Uncovering interactive effects of affective voice tone and personality diversity on dyadic creativity.pdf
de réir: Hiroyuki Sakai (135468)
Foilsithe / Cruthaithe: (2025)

لقاح كورونا المستجد (كوفيد ١٩) أحكامه الفقهية في ضوء المقاصد الشرعية: (حالة الكويت نموذجاً)
de réir: Alkharraz , Abdulrahman
Foilsithe / Cruthaithe: (2022)

Table 2_OFGPMA: Optimal frequency graph representation learning for pseudogene and miRNA association prediction.docx
de réir: Yongbin Zeng (529358)
Foilsithe / Cruthaithe: (2025)

Table 1_OFGPMA: Optimal frequency graph representation learning for pseudogene and miRNA association prediction.xlsx
de réir: Yongbin Zeng (529358)
Foilsithe / Cruthaithe: (2025)

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