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📄 Generalizable machine learning models for rapid antimicrobial resistance prediction in unseen healthcare settings
This repository contains the code used for the experiments in the paper:
Generalizable machine learning models for rapid antimicrobial resistance prediction in unseen healthcare settings by Diane Duroux, Paul P. Meyer, Giovanni Visonà, and Niko Beerenwinkel.
⚙️ Install the dependencies
Clone the repository, unzip OriginalData.zip, and install the necessary dependencies ...
Based on the Tail analysis workflow at https://git.embl.org/grp-cba/tail-analysis/-/blob/main/analysis_workflow.md
DUNE: Deep feature extraction by UNet-based Neuroimaging-oriented autoEncoder
A versatile neuroimaging encoder that captures brain complexity across multiple diseases: cancer, dementia and schizophrenia.
Overview
DUNE (Deep feature extraction by UNet-based Neuroimaging-oriented autoEncoder) is a neuroimaging-oriented deep learning model designed to extract deep features from multisequence brain MRIs, enabling their processing by basic machine learning algorithms. This project provides an ...
Metatranscriptomics analysis using microbiome RNA-seq data (short)
Associated Tutorial
This workflows is part of the tutorial Metatranscriptomics analysis using microbiome RNA-seq data (short), available in the GTN
Features
- Includes Galaxy Workflow Tests ...
Code and supporting data for the article: "Exploring the role of normalization and feature selection in microbiome disease classification pipelines."
The repository contains the following folders:
- 1. data: contains OTU/ASV tables and class annotations for the 15 curated datasets considered.
- 2. src: code writen to perform the analyses from the article and the statistical tests
- 3. results: tables containing global nested cross validation results
- 4. figures
License: This
...
Galaxy workflow for the reproduction of the results published in: Panchal, Monik, Callison, June, Skukauskas, Vainius, Gianolio, Diego, Cibin, Giannantonio, York, Andrew P E, Schuster, Manfred E, Hyde, Timothy I, Collier, Paul, Catlow, C Richard A, Gibson, Emma K (2021) Operando XAFS investigation on the effect of ash deposition on three-way catalyst used in gasoline particulate filters and the effect of the manufacturing process on the catalytic activity DOI: 10.1088/1361-648x/abfe16.
This ...
Type: Galaxy
Creators: Patrick Austin, Alexander Belozerov, Subindev Devadasan, Leandro Liborio, Abraham Nieva de la Hidalga, Tom Underwood
Submitter: Patrick Austin
Galaxy workflow for the reproduction of the results published in: R. H. Blackmore, M. E. Rivas, G. F. Tierney, K. M. H. .Mohammed, D. Decarolis, S. Hayama, F. Venturini, G. Held, R. Arrigo, M. Amboage, P. Hellier, E. W. Lynch, M. Amri, M. Casavola, T. Eralp Erden, P. Collier, P. P. Wells (2020) The electronic structure, surface properties, and in situ N2O decomposition of mechanochemically synthesised LaMnO3 DOI: 10.1039/d0cp00793e.
This workflow is published as part of the research data submitted ...
Type: Galaxy
Creators: Patrick Austin, Alexander Belozerov, Subindev Devadasan, Leandro Liborio, Abraham Nieva de la Hidalga, Tom Underwood
Submitter: Patrick Austin
Galaxy workflow for the reproduction of the results published in: S. K. Matam, C. Moffat, P. Hellier, M. Bowker, I. P. Silverwood, C. R. A. .Catlow, S. D. Jackson, J. Craswell, P. P. Wells, S. F. Parker, E. K. Gibson (2021). Investigation of MoOx/Al2O3 under Cyclic Operation for Oxidative and Non-Oxidative Dehydrogenation of Propane DOI: 10.3390/catal10121370.
This workflow is published as part of the research data submitted for the paper Facilitating Reproducibility in Catalysis Research with ...
Type: Galaxy
Creators: Patrick Austin, Alexander Belozerov, Subindev Devadasan, Leandro Liborio, Abraham Nieva de la Hidalga, Tom Underwood
Submitter: Patrick Austin
Galaxy workflow for the reproduction of the results published in: D. Decarolis, A. H. Clark, T. Pellegrinelli, M. Nachtegaal, E. W. Lynch, C. R. A. .Catlow, E. K. Gibson, A. Goguet, P. P. Wells (2021). Spatial Profiling of a Pd/Al2O3 Catalyst during Selective Ammonia Oxidation DOI: 10.1021/acscatal.0c05356.
This workflow is published as part of the research data submitted for the paper Facilitating Reproducibility in Catalysis Research with Managed Workflows and RO-Crates: A Galaxy Case Study, ...
Type: Galaxy
Creators: Patrick Austin, Alexander Belozerov, Subindev Devadasan, Leandro Liborio, Abraham Nieva de la Hidalga, Tom Underwood
Submitter: Patrick Austin
Galaxy workflow for the reproduction of the results published in: R. H. Blackmore, M. E. Rivas, T. Eralp Erden, T. Dung Tran, H. R. Marchbank, D. Ozkaya, M. Briceno de Gutierrez, A. Wagland, P. Collier, P. P. Wells (2018). Understanding the mechanochemical synthesis of the perovskite LaMnO3 and its catalytic behaviour DOI: 10.1039/C9DT03590G.
This workflow is published as part of the research data submitted for the paper Facilitating Reproducibility in Catalysis Research with Managed Workflows ...
Type: Galaxy
Creators: Patrick Austin, Alexander Belozerov, Subindev Devadasan, Leandro Liborio, Abraham Nieva de la Hidalga, Tom Underwood
Submitter: Patrick Austin