{"id":"W2993894543","doi":"10.1038/s41587-019-0336-3","title":"Visualizing structure and transitions in high-dimensional biological data","year":2019,"lang":"en","type":"article","venue":"Nature Biotechnology","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1157,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Université du Québec; Mila - Quebec Artificial Intelligence Institute","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of General Medical Sciences; Defense Advanced Research Projects Agency; U.S. Department of Health and Human Services; National Institutes of Health; Alfred P. Sloan Foundation; National Human Genome Research Institute; Gruber Foundation; U.S. Department of Defense","keywords":"Visualization; Computer science; Variety (cybernetics); Embedding; Nonlinear dimensionality reduction; Metric (unit); Manifold (fluid mechanics); Identification (biology); Biological data; Computational biology; Data mining; Biology; Pattern recognition (psychology); Artificial intelligence; Bioinformatics; Dimensionality reduction; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0116899501305824,"score_gpt":0.2538679706600075,"score_spread":0.2421780205294251,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}