Autonomous Self‐Evolving Research on Biomedical Data: The DREAM Paradigm
DREAM is a fully autonomous, self‐evolving biomedical research system capable of independently formulating scientific questions, performing analyses, and making new discoveries without human intervention. Validated in biomedical studies, DREAM significantly outperforms human scientists in research efficiency, accelerating scientific discovery and ...
Luojia Deng+3 more
wiley +1 more source
Evaluation of machine learning methods for prediction of heart failure mortality and readmission: meta-analysis. [PDF]
Hajishah H+6 more
europepmc +1 more source
The research indicates that dual energy CT scanning can accurately predict the stroke source and clinical outcomes by analyzing thrombus heterogeneity. Based on histopathological analysis of thrombus components, these scans are better able to display thrombus details than standard CT scans, which is helpful for the development of visual navigation ...
Jingxuan Jiang+15 more
wiley +1 more source
Hydroxychloroquine use during the first COVID-19 wave: a case study highlighting the urgent need to enhance research practices within the publication ecosystem. [PDF]
Beaudart C+4 more
europepmc +1 more source
This work designs an in situ proliferating peptide nanoparticle as a flexible resolution that modulates the neuro‐glia unit to enable enhanced multi‐target combinational therapy for secondary brain damage following subarachnoid hemorrhage. Abstract Subarachnoid hemorrhage (SAH), a lethal stroke subtype, involves complex pathological cascades triggered ...
Yibin Zhang+8 more
wiley +1 more source
Do we need flexible machine-learning algorithms to assess the effect of long-term exposure to fine particulate matter on mortality?: An example from a Canadian national cohort. [PDF]
Chen C+4 more
europepmc +1 more source
Salt stress endangers coastal cereal crops, requiring resilient crop solutions. This study employs machine learning (KANMB) to analyze multi‐omics data from halophyte Spartina alterniflora, revealing 226 salt‐stress biomarkers and linking them to tolerance pathways. The MYB gene SaMYB35 regulates flavonoid biosynthesis under salinity.
Shoukun Chen+7 more
wiley +1 more source
Exploring the relationship between frailty and nonunion fractures in upper extremity injuries: insights from the national inpatient sample. [PDF]
Luczkow C+4 more
europepmc +1 more source
This study uses single‐nucleus RNA sequencing and spatial transcriptomics to investigate penile squamous cell carcinoma (PSCC). It reveals that PSCC tumor cells mimic normal penile epithelium differentiation, independent of HPV status. The Tum_1 subtype shows basal stem‐like characteristics and promotes invasiveness. HPV‐positive basal stem‐like tumors
Hongjian Song+37 more
wiley +1 more source
Inference for the treatment effect in staircase designs with continuous outcomes: a simulation study. [PDF]
Rezaei-Darzi E+3 more
europepmc +1 more source