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		AutoML.life
		Learning with the Medical Ontology      NCATS Conversations AI & Healthcare Data Science Basics Reading a Scientific Article
		Launch NIH Workshop on Generalist Repositories to Enhance Data Discoverability & Reuse ⇗
		Launch NIH Text Mining for Behavioral and Social Sciences Research ⇗
		Launch NCATS Machine Intelligence in Healthcare ⇗

		what it is
		What is AutoML?		Automated Machine Learning ¹

							Review of the state-of-the-art
							and opportunities for healthcare.
							PubMed 32499001 Artif Intell Med



		how to run it
		How do I run it?		Click on Run AutoML.lifeAutoML
							up in the top right corner or
							press 'R' … to Run AutoML
							from any page on OpenMD. ²

							Try in now and AutoML will read this sample data
							BioNTech & Pfizer COVID-19
							Phase 1/2/3 A clinical trials of
							an approved viral vaccine
							PubMed 33053279 NEJM
							PubMed 32785213 Nature

how it works How does AutoML AutoML uses a Medical Ontology ² work? to recommend concepts, genes, journals and clinical trial sponsors when a user clicks Run AutoML.life Users teach AutoML and drive continuous learning by reporting errors and recommending new concepts for it to learn. For more on Machine Teaching press 'T' ... for Teach on your keyboard or visit TeachML.life For a list of Key Commands, visit KeyCommands.life
how about types of data How does AutoML AutoML can process any page process different in OpenMD, including medical types of content? journals... like JAMA, Lancet, PLoS Medicine, Pharmaceutics, Swiss Medical Weekly, Psychiatry, New England Journal of Medicine or any of the more than 20,000 publications. There are even Chinese journals like 中华病理学杂志, pronounced Zhonghua Bing Li Xue Za Zhi the Chinese Journal of Pathology and Судебно-медицинская экспертиза, Forensic Medical Expertise in Russian. One of the most popular journals in 2020 was Ugeskrift for Læger, the Weekly Journal for Physicians in Danish. Click on any of these journals and just press 'R' to run AutoML on it. AutoML will read the articles and all the medical concepts in them to provide a summary list of content from the journal. MedGen concepts like COVID-19 are processed by first reading the definition and all related concepts, BioProjects and PubMed articles that refer to it and Clinical Trials that have studied it. For processing genes like NFKB1, AutoML reads all published articles, clinical trials, bioprojects and other gene definitions that have referred to it before returning a sorted list of related medical content. For Clinical Trial Sponsors like Stanford, University of Edinburgh, Kyoto University, Gilead Sciences or Apple Inc., AutoML will read all of the published research and concepts to produce a precise profile of previous medical investigation... and promptly. Whether AutoML is directed to read a single page with a thousand links or a thousand pages with millions of links or pages with just a few links, it finds everything that is related and creates a local neighborhood of content. We hope AutoML expands the reach and the power of your medical insight by performing computational analysis on the literature that matters to you, delivering the key concepts. The National Academies of the United States of America This organization is based on the vision of a Learning Health System advanced by the National Academy of Medicine. Mission Driven Creators Serving the Highest Calling Balanced City's mission is to provide maximum benefit to society through free public health applications. Enjoy using and sharing these free medical science utilities. This page AutoML.life OpenMD OpenMD.life For more on Balanced City visit BalancedCity.org Print