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A suite of open-source Perl modules intended to simplify a number of generic tasks in natural language processing (NLP), information retrieval (IR), and network analysis (NA). Its architecture also allows for external software to be plugged in with very little effort. The latest version of clairlib is 1.06 which was released on March 2009 and includes about 130 modules implementing a wide range of functionalities. Clairlib is distributed in two forms: * Clairlib-core, which has essential functionality and minimal dependence on external software, and * Clairlib-ext, which has extended functionality that may be of interest to a smaller audience. Much can be done using Clairlib on its own. Some of the things that Clairlib can do are: Tokenization, Summarization, Document Clustering, Document Indexing, Web Graph Analysis, Network Generation, Power Law Distribution Analysis, Network Analysis, RandomWalks on Graphs, Tf-IDF, Perceptron Learning and Classification, and Phrase Based Retrieval and Fuzzy OR Queries.
Proper citation: Clair library (RRID:SCR_007019) Copy
http://www.ncbi.nlm.nih.gov/pubmedcommons/
A forum where authors who have published in PubMed may comment on any publication in PubMed. Members of PubMed Commons are not anonymous and must agree to certain terms and guidelines concerning appropriate and inapproriate comments.
Proper citation: Pubmed Commons (RRID:SCR_014021) Copy
https://integrativeomics.shinyapps.io/pseudofun_app/
Software as database and query tool for homologous pseudogene and coding gene families. Collection of human pseudogenes and gene associations. Supports search, graphical visualization and functional analysis of pseudogenes and coding genes based on PGG families.
Proper citation: PseudoFuN (RRID:SCR_017095) Copy
https://masst.gnps2.org/microbemasst/
Web taxonomically informed mass spectrometry search tool, tackles limited microbial metabolite annotation in untargeted metabolomics experiments. Leveraging database of over 60,000 microbial monocultures, users can search known and unknown MS/MS spectra and link them to their respective microbial producers via MS/MS fragmentation patterns.
Proper citation: microbeMASST (RRID:SCR_024713) Copy
https://github.com/YuanXue1993/SegAN
Image analysis software for medical image segmentation. The software is fueled by an end-to-end adversarial neural network that generates segmentation label maps.
Proper citation: SegAN (RRID:SCR_016215) Copy
https://github.com/epistasislab/hibachi
Software tool that creates data sets with particular characteristics. Method and open source software for simulating complex biological and biomedical data to aid in comparing and evaluating machine learning methods.
Proper citation: Heuristic Identification of Biological Architectures for simulating Complex Hierarchical Interactions (RRID:SCR_017140) Copy
http://purl.bioontology.org/ontology/EDDA
Ontology terms useful for machine learning experiments. The terminology appearing in JMLA has been enriched with terms from MeSH and Emtree, the controlled vocabularies for MEDLINE and Embase, respectively. Synonyms include American and British variants and some inverted terms.
Proper citation: EDDA Study Design Terminology (RRID:SCR_010312) Copy
Web tool to predict order and disorder from amino acid sequence. Used to predict of natural disordered regions in proteins.
Proper citation: PONDR (RRID:SCR_023691) Copy
http://deweylab.biostat.wisc.edu/detonate/
Software tool to evaluate de novo transcriptome assemblies from RNA-Seq data. Consists of RSEM-EVAL and REF-EVAL packages. RSEM-EVAL is reference-free evaluation method. REF-EVAL is reference based and can be used to compare sets of any kinds of genomic sequences.
Proper citation: DETONATE (RRID:SCR_017035) Copy
http://www.ncbi.nlm.nih.gov/sites/GeneTests/lab
The GeneTests Web site, a publicly funded medical genetics information resource developed for physicians, other healthcare providers, and researchers, is available at no cost to all interested persons. By providing current, authoritative information on genetic testing and its use in diagnosis, management, and genetic counseling, GeneTests promotes the appropriate use of genetic services in patient care and personal decision making. At This Site: * GeneReviews: Expert-authored peer-reviewed disease descriptions * Laboratory Directory: International directory of genetic testing laboratories * Clinic Directory: International directory of genetics and prenatal diagnosis clinics * Educational Materials: Illustrated glossary, information on genetic services, PowerPoint presentations, annotated Internet resources We comply with the HONcode standard for trustworthy health information.
Proper citation: GeneTests (RRID:SCR_010725) Copy
http://mummer.sourceforge.net/
Software package as system for rapidly aligning entire genomes. Alignment tool for DNA and protein sequences. Can align incomplete genomes.
Proper citation: MUMmer (RRID:SCR_018171) Copy
Web tool to perform gene set enrichment testing. Used to test for predefined biologically relevant gene sets that contain more significant genes from experimental dataset than expected by chance. Logistic regression approach for identifying enriched biological groups in gene expression data.
Proper citation: LRPath (RRID:SCR_018572) Copy
https://github.com/kilicogluh/limitation-recognizer
Software tool to recognize self acknowledged limitation sentences in biomedical articles. Automatic recognition of self acknowledged limitations in clinical research literature to support efforts in improving research transparency.
Proper citation: Limitation-Recognizer (RRID:SCR_018747) Copy
http://scratch.proteomics.ics.uci.edu/
Web tool as sequence-based, alignment-free and pathogen-independent predictor of protein antigenicity.Predicts likelihood that protein is protective antigen. Integrated in SCRATCH suite of predictors.
Proper citation: ANTIGENpro (RRID:SCR_018779) Copy
Software tool as robust preprocessing pipeline for functional MRI.Used for preprocessing of diverse fMRI data.
Proper citation: fMRIPrep (RRID:SCR_016216) Copy
https://github.com/lanagarmire/lilikoi
Software tool as an R package for personalized pathway-based classification modeling using metabolomics data. Provides personalized pathway deregulation measurements (PDS scores) and offers a standardized classification model for biomarker prediction.
Proper citation: lilikoi (RRID:SCR_016361) Copy
https://vanvalen.github.io/about/
Software for segmenting individual cells in microscopy images using deep learning. Cell segmentation software.
Proper citation: DeepCell (RRID:SCR_022197) Copy
http://hanalyzer.sourceforge.net/
An open-source data integration system designed to assist biologists in explaining the results observed in genome-scale experiments as well as generating new hypotheses. It combines information extraction techniques, semantic data integration, and reasoning and facilitates network visualization. The Hanalyzer source code and binaries are available for download.
Proper citation: Hanalyzer (RRID:SCR_000923) Copy
http://toxnet.nlm.nih.gov/cgi-bin/sis/htmlgen?DARTETIC
Bibliographic database providing references to developmental and reproductive toxicology literature on the National Library of Medicine's Toxicology Data Network. It covers teratology and other aspects of developmental and reproductive toxicology. It contains over 200,000 references to literature published since 1965. DART/ETIC is easily accessible and free of charge. Search by subject terms, title words, chemical name, Chemical Abstracts Service Registry Number (RN), and author. Search results can easily be viewed, printed or downloaded. Search results are displayed in relevancy ranked order, but may be sorted by publication date, author or title.
Proper citation: Developmental and Reproductive Toxicology Database (RRID:SCR_002326) Copy
http://www.ncbi.nlm.nih.gov/proteinclusters
Database of related protein sequences (clusters) consisting of proteins derived from the annotations of whole genomes, organelles and plasmids. It currently limited to Archaea, Bacteria, Plants, Fungi, Protozoans, and Viruses. It contains annotation information, publications, domains, structures, and external links and analysis tools including multiple alignments, phylogenetic trees, and genomic neighborhoods (ProtMap). Data is available for download via Protein Clusters FTP
Proper citation: Protein Clusters (RRID:SCR_003459) Copy
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