Ayman Al-Dahshan, Vahe Kehyayan, Noora Al-Kubaisi, Nagah Selim
Utilization of the internet for physical activity and diet information and its influence on pregnant women's lifestyle habits in Qatar
Frontiers in public health
cell atlases serve vital references automating cell labeling new samples yet existing classification algorithms struggle accuracy introduce sims scalable interpretable machine learning single cell lowcode dataefficient pipeline singlecell rna classification benchmark sims datasets different tissues species demonstrate simss efficacy classifying cells brain achieving high accuracy even small training sets 3500 cells across different samples sims accurately predicts neuronal subtypes developing brain shedding light genetic changes neuronal differentiation postmitotic fate refinement finally apply sims singlecell rna datasets cortical organoids predict cell identities uncover genetic variations cell lines sims identifies cellline differences misannotated cell lineages human cortical organoids derived different pluripotent stem cell lines altogether show sims versatile robust tool celltype classification singlecell datasets