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Deriving factual information from WHO COVI... (1)

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 WHO has posted a CSV that's frequently updated with COVID abstracts. A simple PubMed search reveals thousands of abstracts too. So here's an NLP pipeline to mine these and extract meaningful sentences/facts using Stanford Open Information Extractor and Biological entity tagging. #knime #naturallanguageprocessing #textanalytics #textmining #covid19 #nlp #datascience #WHO 

Created: 2020-04-12

Credits: Insilicoconsulting

Antiviral activity multiclass Predictor (1)

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A simple multi-class antiviral activity predictor based on expanded Pubchem fingerprints and random forest algorithm. Seems to work well to perform quick screens for antiviral molecules.Download training data from CTD (http://ctdbase.org/downloads/) or  use this preprocessed version https://www.myexperiment.org/files/2285.html. Write to me at rajeev.gangal@gmail.com regarding any queries.I make no claim that the predictive model is accurate for clinical hypotheses or that it will find mo...

Created: 2020-03-23 | Last updated: 2020-03-25

Credits: Insilicoconsulting

Genetic Algorithms for BIOISOSTERIC Struct... (1)

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Genetic algorithm workflow to generate novel structures by recombination and mutation and that uses an ML model as a fitness function. Both the fitness function and the fingerprints modified in the model should be the same. ML model cannot have any descriptors other than given fingerprint.Reverse molecular mapping/generation is not part of this workflow and can be done by creating a large Structure-FP database.

Created: 2018-11-06

Credits: Insilicoconsulting

Running a picard tool in the #KNIME workfl... (1)

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Running a picard tool in the #KNIME workflow engine . See my blog http://plindenbaum.blogspot.fr/2013/07/running-picard-tool-in-knime-workflow.html

Created: 2013-07-18

Credits: Pierre Lindenbaum

13C NMR spectra prediction (2)

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This workflow can be used to predict the 13C NMR spectra of a molecule. The generation of the structure of the molecule is done using the IUPAC to Structure node that uses OPSIN to convert the name of the molecule to a structure. Alternativelly, one can read the structure from a file. The spectra prediction is based on the NMRShiftDB implementation and the data used is also from NMRShiftDB. The atom topological environments were represented as Atom Signatures and used to calculate the checmia...

Created: 2012-07-26 | Last updated: 2012-08-10

Credits: Ldpf