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Equbits Foresight ADME Edition is designed for ADME-Tox in
silico screening. With Equbits Foresight generating models
based on high dimensional non-linear relationships is easy,
accurate, and flexible to meet your needs.
Equbits has built a product application that provides automated
accuracy combined with unique interpretability features. With
additional patent pending features, Equbits Foresight
provides the following unique capabilities:
- Automated, Optimized Classification and Regression
Modeling- Users can optimize and generate models based
on a number of criteria including precision, recall, RMS,
or correlation coefficient with the click of button. Users
can select the optimization criteria and the best model
is generated automatically.
- Descriptor Generation- Users can import their own
descriptors for model building or generate Keir and Hall
descriptors through Equbits Foresight.
- Dominant Feature Identification and Ranking- Users
can identify the dominant features and their contribution
to classification or regression models.
- Classification Ranking- Equbits Foresight
provides users with ranked prediction results based on how
likely they belong to a specific class.
- Automated Feature Selection/Reduction- Equbits
Foresight provides an ability to automatically reduce
the number of features to provide further model optimization.
- Model and Prediction Result Interpretability- With
Equbits Foresight, users can identify the features
responsible for a classification decision. Users can determine
the features responsible for each prediction.
- Model Publishing- Equbits Foresight allows
users to publish models that can be shared with other modelers
within a client server or web based environment
- Third Party Model Integration- Equbits Foresight
provides the ability to "publish" third parties
applications like Bio-Rad KnowItAll and export data for
analysis in visualization tools like Spotfire.
ADME Edition Benefits
- High Accuracy - Equbits Foresight provides
high enrichment values while minimizing the number of false
negatives. With Equbits Foresight, modelers can be confident
that they are getting the most accurate results.
- Intuitive Interpretability - Unlike other tools,
Equbits Foresight provides detailed information about
your data, allowing scientists to rationalize results without
the need for additional analysis.
- Flexible - The tool can be used as a stand-alone
application or can be integrated into any environment. With
Equbits Foresight, you can improve the accuracy and
interpretability of your results within your existing modeling
framework. Flexible architecture and API's allow for easy
integration with other drug discovery software, incorporation
of existing descriptor formats, and visualization tools
and database(s) to provide additional insight and relevancy.
- Easy to Implement, A Scientist's Tool - Equbits
Foresight can be quickly deployed and designed to
run on existing hardware and software infrastructure to
help users get results right away.
To learn more about how Equbits Foresight ADME Edition was
applied to solubility data, click
here.
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