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Data science, human intelligence, and therapeutics discovery: An interview with Sean Escola, Saul Kato, and Pavan Ramkumar

Sean Escola, Saul Kato, and Pavan Ramkumar explain the importance of data science in their research. They have developed a simple non-parametric statistical method called the Rank-to-Group (RTG) score that identifies hierarchical confounder effects in raw data and machine learning-derived data embed...

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Detalles Bibliográficos
Autores principales: Ramkumar, Pavan, Kato, Saul, Escola, G. Sean
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9023890/
https://www.ncbi.nlm.nih.gov/pubmed/35465229
http://dx.doi.org/10.1016/j.patter.2022.100490
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author Ramkumar, Pavan
Kato, Saul
Escola, G. Sean
author_facet Ramkumar, Pavan
Kato, Saul
Escola, G. Sean
author_sort Ramkumar, Pavan
collection PubMed
description Sean Escola, Saul Kato, and Pavan Ramkumar explain the importance of data science in their research. They have developed a simple non-parametric statistical method called the Rank-to-Group (RTG) score that identifies hierarchical confounder effects in raw data and machine learning-derived data embeddings. This approach should be generally useful in experiment-analysis cycles and to ensure confounder robustness in machine learning models.
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spelling pubmed-90238902022-04-23 Data science, human intelligence, and therapeutics discovery: An interview with Sean Escola, Saul Kato, and Pavan Ramkumar Ramkumar, Pavan Kato, Saul Escola, G. Sean Patterns (N Y) People of Data Sean Escola, Saul Kato, and Pavan Ramkumar explain the importance of data science in their research. They have developed a simple non-parametric statistical method called the Rank-to-Group (RTG) score that identifies hierarchical confounder effects in raw data and machine learning-derived data embeddings. This approach should be generally useful in experiment-analysis cycles and to ensure confounder robustness in machine learning models. Elsevier 2022-04-08 /pmc/articles/PMC9023890/ /pubmed/35465229 http://dx.doi.org/10.1016/j.patter.2022.100490 Text en © 2022 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle People of Data
Ramkumar, Pavan
Kato, Saul
Escola, G. Sean
Data science, human intelligence, and therapeutics discovery: An interview with Sean Escola, Saul Kato, and Pavan Ramkumar
title Data science, human intelligence, and therapeutics discovery: An interview with Sean Escola, Saul Kato, and Pavan Ramkumar
title_full Data science, human intelligence, and therapeutics discovery: An interview with Sean Escola, Saul Kato, and Pavan Ramkumar
title_fullStr Data science, human intelligence, and therapeutics discovery: An interview with Sean Escola, Saul Kato, and Pavan Ramkumar
title_full_unstemmed Data science, human intelligence, and therapeutics discovery: An interview with Sean Escola, Saul Kato, and Pavan Ramkumar
title_short Data science, human intelligence, and therapeutics discovery: An interview with Sean Escola, Saul Kato, and Pavan Ramkumar
title_sort data science, human intelligence, and therapeutics discovery: an interview with sean escola, saul kato, and pavan ramkumar
topic People of Data
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9023890/
https://www.ncbi.nlm.nih.gov/pubmed/35465229
http://dx.doi.org/10.1016/j.patter.2022.100490
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