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MedSegBench: A comprehensive benchmark for medical image segmentation in diverse data modalities
Published 2024-11-01“…The benchmark supports binary and multi-class segmentation tasks with up to 19 classes and uses the U-Net architecture with various encoder/decoder networks such as ResNets, EfficientNet, and DenseNet for evaluations. MedSegBench is a valuable resource for developing robust and flexible segmentation algorithms and allows for fair comparisons across different models, promoting the development of universal models for medical tasks. …”
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4283
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4284
Anellovirus abundance as an indicator for viral metagenomic classifier utility in plasma samples
Published 2025-03-01“…Interestingly, despite employing different algorithms and data types (protein-based vs. nucleotide-based), Kaiju and Kraken2 performed similarly. …”
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4285
Risk Factors for Gastrointestinal Bleeding in Patients With Acute Myocardial Infarction: Multicenter Retrospective Cohort Study
Published 2025-01-01“…Kaplan-Meier survival analysis evaluated the impact of GIB on short-term survival. …”
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4286
Community-based benchmarking improves spike rate inference from two-photon calcium imaging data.
Published 2018-05-01“…Here, we report the results of the spikefinder challenge, launched to catalyze the development of new spike rate inference algorithms through crowd-sourcing. We present ten of the submitted algorithms which show improved performance compared to previously evaluated methods. …”
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4287
Rhaponticin inhibits the proliferation, migration, and invasion of head and neck squamous cell carcinoma (HNSCC) cells through modulation of the IL6/STAT3 signaling pathway
Published 2025-07-01“…Using the CIBERSORT algorithm, we assessed the differences in infiltration levels of 22 immune cell types between the high and low IL-6 expression groups. …”
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4288
Predicting the risk of postoperative gastrointestinal bleeding in patients with Type A aortic dissection based on an interpretable machine learning model
Published 2025-05-01“…The SHapley Additive exPlanation (SHAP) algorithm was applied for interpretability analysis. …”
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4289
Maximizing the scientific application of Pandora column observations of HCHO and NO<sub>2</sub>
Published 2025-07-01“…These ground-based remote-sensing instruments are federated such that they employ a common algorithm and data protocol for reporting on trace gas column densities and lower-atmospheric profiles using two modes based on direct-sun and sky-scan observations. …”
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4290
Glucagon-like peptide-1 receptor agonist use prior to spinal surgery results in reduced postoperative length of stay: A propensity-score matched analysis
Published 2025-06-01“…Prior studies have reported mixed results across select spinal fusion procedures, and the impact of GLP-1 RAs on perioperative outcomes has not been well-defined. This study evaluates the association between preoperative GLP-1 RA use and key perioperative outcomes in spinal surgery. …”
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4291
Exploring the relationship between sepsis and Golgi apparatus dysfunction: bioinformatics insights and diagnostic marker discovery
Published 2025-02-01“…Subsequently, functional enrichment analyses, including GO, KEGG, and GSEA, were performed to explore the biological significance of the GARGs.A PPI network was constructed to identify core genes, and immune infiltration analysis was performed using the ssGSEA algorithm. To further evaluate immune microenvironmental features, unsupervised clustering was applied to identify immunological subgroups. …”
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4292
Comparing the Effect of Beractant (Beraksurf™) with That of Poractant Alfa (Curosurf®) on the Need for Intermittent Positive Pressure Ventilation in Neonatal Respiratory Distress S...
Published 2025-02-01“…The effect of the treatments was evaluated regarding the need for IPPV by fitting semi-parametric logistic regression models, adjusted for the best subset of covariates selected by the forward variable selection algorithm and confounders identified by the expert panel. …”
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4293
Signal Quality Index Estimator for Complex-Lead type ECG beat detectors
Published 2024-10-01“…In the past decades various algorithms to detect and delineate ECG beats have been developed. …”
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4294
Optimal sleep time controller based on traffic prediction and residual energy in duty-cycled wireless sensor networks
Published 2017-12-01“…We evaluate our protocols with different parameters and compare them with existing works. …”
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4295
A Survey on Integration of Empathy Cues Into Empathetic Text Generation
Published 2025-01-01“…In recent years, affective computing has seen a surge in empathetic response generation algorithms. These incorporate different empathy-related concepts to increase their perceived behavioral empathy. …”
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Machine learning-based brain magnetic resonance imaging radiomics for identifying rapid eye movement sleep behavior disorder in Parkinson’s disease patients
Published 2025-07-01“…Additionally, multi-factor logistic regression analysis identified clinical predictors associated with PD-RBD, and these clinical features were integrated with the radiomics signatures to develop predictive models using various machine learning algorithms. The model exhibiting the best performance was selected, and receiver operating characteristic (ROC) curves were used to evaluate its performance in both the training and testing sets. …”
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4297
Multiomics integration analysis identifies tumor cell-derived MIF as a therapeutic target and potentiates anti-PD-1 therapy in osteosarcoma
Published 2025-08-01“…The single-sample gene set enrichment analysis, Estimation of Stromal and Immune cells in Malignant Tumor tissues using Expression data (ESTIMATE) algorithm, and xCell algorithms were used to evaluate the immune cell infiltration and activity. …”
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4298
Effects of missing data imputation methods on univariate blood pressure time series data analysis and forecasting with ARIMA and LSTM
Published 2024-12-01“…We evaluated the prediction performance of autoregressive integrated moving average (ARIMA) and long short-term memory (LSTM) network models on imputed time series data using ten different imputation techniques. …”
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Object-Specific Multiview Classification Through View-Compatible Feature Fusion
Published 2025-07-01“…Through experimental evaluations, we demonstrate that the proposed VCFF method outperforms state-of-the-art MVC algorithms, especially in open-set scenarios, where the set of possible objects is not fully known in advance. …”
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Nephelometer Sensitivities for the Determination of PM2.5 Mass Concentration in Ambient and Indoor Air
Published 2020-11-01“…Abstract Simple algorithms are presented for the relationships between the gravimetrically measured PM2.5 mass concentration and a nephelometer particle scattering coefficient, for three different environments: two outdoor locations (an urban and a suburban) and one indoors. …”
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