Automated Machine Learning      AI & Healthcare Data Science Basics Reading a Scientific Article
		how to run it
		How do I run			Up in the top right gear icon 
		AutoML.life?			click 
Run AutoML.life
Try it now and AutoML.life will read this sample data. BioNTech & Pfizer COVID-19 A PHASE 1/2/3... What is Automated Machine Learning ⇗Automated machine learning:
Review of the state-of-the-art
and opportunities for healthcare.
PubMed 32499001
AutoML.life? Artificial Intelligence in Medicine
how it works What does AutoML.life reads and writes AutoML.life do? medical text and it's creating the OpenMD.life platform. Here's how it works... Identifying Concepts AutoML.life reads plain text and it identifies the concepts so text is easy to browse. Here's an example... "A healthy diet reduces risk" becomes "A healthy diet reduces risk" This has grown OpenMD.life to over 35 million content pages, about 5 times as many as the English-language Wikipedia ⇗ Relating Concepts, Journals & Sponsors AutoML.life also learns what concepts are related to each other and it makes a list that looks like this... Related Concepts well nourished physical activity goal achievement best overall response objective measurement At the top of many journals are links to other similar journals and a list of concepts from the articles, like this list from the journal Heart. MedGen Concepts congenital heart disease hypertrophic cardiomyopathy mitral regurgitation · acute coronary syndrome sudden cardiac death · chest pain · arrhythmia coronary heart disease · bicuspid aortic valve tetralogy of Fallot Next is a list of the genes that appear in the journal. Genes SP110 · galectin-3 · PCSK9 · renin · GDF15 C-reactive protein · interleukin-6 · albumin And next is a list of the Clinical Trial Sponsors that frequently contribute to the journal. Clinical Trial Sponsors National Heart and Lung Institute Golden Jubilee National Hospital University Hospital Muenster European Society of Cardiology The George Institute · University of Leicester Bichat Hospital · Royal Infirmary of Edinburgh Erasmus Medical Center · Laval University User Requests From any page users can run AutoML.life to make a map of medical information related to the contents of the current page. Just go to the gear icon in the top right and click
Run AutoML.life
It will read the current page and all related pages to make a map of the relevant medical Concepts and research Journals as well as Clinical Trial Sponsors and Genes from the Human Genome Project. It does Topological Data Analysis ⇗ to make a local knowledge graph of medicine, scientifically speaking. AutoML.life can process any text on OpenMD.life including medical research journals... JAMA, Lancet, New England Journal of Medicine, Swiss Medical Weekly, Psychiatry, Genomics, Trials, Viruses, Drugs or any journal in PubMed. Visit any journal. Run AutoML.life and it will read all of the articles and medical concepts to list what the journal is about.
div hold Does AutoML.life In addition to journal content identify institutions AutoML.life will determine which where data comes Clinical Trial Sponsors contribute from? most frequently to each journal, helping to identify institutional data sources and authority. Clinical trials are conducted around the world by Sponsors of clinical research. Clinical Trial Sponsors can register data publicly at ClinicalTrials.gov, a medical resource provided by National Library of Medicine (NLM) at National Institutes of Health (NIH) in the United States. Sponsors like Stanford University, Kyoto University, Gilead Sciences, Hoffmann-La Roche, Genentech, U.S. Department of Defense and Apple Inc... AutoML.life reads the published research and concepts to profile the institution's history of medical investigation.
div hold Does AutoML.life Many journals are translated into read international English. publications? Among popular journals in 2020, Ugeskrift for Læger is the Danish Weekly Journal for Physicians. 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 环境科学, Environmental Science. In Japanese, 日本薬理学雑誌 is the Journal of Japanese Pharmacology and 日本消化器病学会雑誌 is the Journal of the Japanese Society of
. In Russian, Клиническая Хирургия is Clinical Surgery while the journal Клиническая медицина (Москва) is Clinical Medicine (Moscow) and Терапевтический архив is the Therapeutic Archive. Судебно-медицинская экспертиза is Forensic Medical Expertise.
how about types of data Does AutoML.life AutoML.life expands the power of help professionals your medical insight by performing provide care? computational analysis on literature that matters to you, delivering key concepts. It provides summary findings and accelerates discovery by reducing time spent searching. Users tell us these tools feel like superpowers for research. Once users start reading articles that AutoML.life has processed like this ⇗ and this ⇗ they get it. Reading articles that have links made by AutoML.life is a higher standard for medical research, informing rapid discovery and patient care.
How does Literature is analyzed to discover AutoML.life new medical concepts and their learn? relationships. OpenMD.life users also teach AutoML.life by labeling errors in the text and recommending new medical concepts. The entire OpenMD.life platform is a machine teaching interface for AutoML.life Learning in these ways drives continuous improvement. Visit TeachML.life for more on machine teaching.
div hold How are concepts MedGen concepts like home birth processed by are processed by first reading the AutoML.life? definition and all related concepts, BioProjects, PubMed articles and Clinical Trial Sponsors studying it. For processing Genes like NFKB1, AutoML.life reads the published literature and then returns a list of related medical information. Can AutoML.life OpenMD.life provides all users with be personalized? Utilities for biomedical research. Secure anonymous sessions allow users to browse medical literature and save or process the data in their Session History. Any user can go to MySession.life and run AutoML.life specifically on their Session History to get more information relevant to their research. Is there a limit Medical professionals, researchers, on AutoML.life? teachers, students and public users enjoy unlimited access to medical data and the suite of programs including AutoML.life available through OpenMD.life These medical science Utilities are free. What inspired They say you can do anything ⇗ AutoML.life? but you cannot do everything. All of our medical knowledge is being digitized and shared, yet it is not possible for a person to read all of the millions of research articles and thousands of medical journals that are published every year. AutoML.life was created to serve medical professionals by reading all medical reference literature. Scientific inspiration came from concordance ⇗ indexing methods and engineering techniques like rotating circular gears ⇗ Fund AutoML.life AutoML.life is funded by Cloudfund.life Add Funds and grow this public enterprise service.
launch ⇗ 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 This page AutoML.life Print