Automated Machine Learning AI & Healthcare Data Science Basics Reading a Scientific Article
How do I run Up in the top right gear icon ⚙
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:
Review of the state-of-the-art
and opportunities for healthcare.
Artificial Intelligence in Medicine
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...
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"
"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
AutoML.life also learns what
concepts are related to each
other and it makes a list that
looks like this...
best overall response
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
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.
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
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
From any page users can run
AutoML.life to make a map of
medical information related to
the contents of the current
Just go to the gear icon ⚙
in the top right and click
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.
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.
Does AutoML.life Many journals are translated into
read international English.
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
is Forensic Medical Expertise.
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
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
How does Literature is analyzed to discover
AutoML.life new medical concepts and their
OpenMD.life users also teach
AutoML.life by labeling errors in
the text and recommending new
The entire OpenMD.life platform
is a machine teaching interface
Learning in these ways drives
Visit TeachML.life for more on
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
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
These medical science Utilities
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
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 ⇗
AutoML.life is funded by
Add Funds and grow this public
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