Scott Preston, Ruth M Strudwick, William Allenby Southam Cox
Medical Image sharing: What do the public see when reviewing radiographs? A pilot study
Journal of medical imaging and radiation sciences
extreme weather events induced climate change particularly droughts detrimental consequences crop yields food security concurrently conditions provoke substantial changes soil bacterial microbiota affect plant health early recognition soil affected drought enables farmers implement appropriate agricultural management practices context interpretable machine learning holds immense potential drought stress classification soil based marker taxa study demonstrates 16s rrnabased metagenomic approach differential abundance analysis methods machine learningbased shapley additive explanation values provide similar information exhibit potential complementary approaches identifying marker taxa investigating enrichment depletion drought stress grass lineages additionally random forest classifier trained diverse range relative abundance data soil bacterial micobiome various plant species achieves high accuracy 923 genus rank drought stress prediction demonstrates generalization capacity lineages tested detection drought stress soil bacterial microbiota study emphasizes potential optimized generalized locationbased ml classifier identifying marker taxa approach holds promising implications microbeassisted plant breeding programs contributes development sustainable agriculture practices findings crucial preserving global food security face climate change