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Extragalactic Magnetism with SOFIA (Legacy Program). I. The Magnetic Field in the Multiphase Interstellar Medium of M51 The SOFIA Legacy Group for Magnetic Fields in Galaxies software repository is available at https://github.com/galmagfields/hawc via the official project website, http://galmagfields.com/, and Zenodo/GitHub, https://doi.org/10.5281/zenodo.5116134 Autor Borlaff, Alejandro S., Lopez-Rodriguez, Enrique, Beck, Rainer, Stepanov, Rodion, Ntormousi, Eva, Hughes, Annie, Tassis, Konstantinos, Marcum, Pamela M., Grosset, Lucas, Beckman, John E., Proudfit, Leslie, Clark, Susan E., Díaz-Santos, Tanio, Mao, Sui Ann, Reach, William T., Roman-Duval, Julia, Subramanian, Kandaswamy, Tram, Le Ngoc, Zweibel, Ellen G., Dale, Daniel

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DRACON: disconnected graph neural network for atom mapping in chemical reactions Autor Nikitin, Filipp, Isayev, Olexandr, Strijov, Vadim

“…Machine learning solved many challenging problems in computer-assisted synthesis prediction (CASP). We formulate a reaction prediction problem in terms of…”
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Polar Dust, Nuclear Obscuration, and IR SED Diversity in Type-1 AGNs The AGN template library developed in this work can be obtained on github (https://github.com/karlan/AGN_templates) Autor Lyu, Jianwei, Rieke, George H.

“…Despite the hypothesized similar face-on viewing angles, the infrared emission of type-1 active galactic nuclei (AGNs) has diverse spectral energy distribution…”
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Interfacial nanomechanical heterogeneity of the E. coli biofilm matrix Autor Kreis, Christian Titus, Sullan, Ruby May A

“…The interface between bacterial biofilms and their environment plays a vital role in the recalcitrance of biofilms to biological, chemical, and mechanical…”
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Debris of Asteroid Disruptions Close to the Sun∗ ∗ Data and codes that generate the figures and main results of this work are publicly available on Zenodo (doi:10.5281/zenodo.2547298) and GitHub (https://github.com/Yeqzids/near-sun-disruptions) Autor Ye, Quanzhi, Granvik, Mikael

“…The under-abundance of asteroids on orbits with small perihelion distances suggests that thermally driven disruption may be an important process in the removal…”
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Rising from Ashes or Dying Flash? The Mega Outburst of Small Comet 289P/Blanpain in 2013∗ ∗ Data and codes that generate the figures of this work are available on Zenodo (10.5281/zenodo.3238650) and on GitHub (https://github.com/Yeqzids/blanpain-2013) Autor Ye, Quanzhi, Clark, David L.

“…Jupiter-family comet 289P/Blanpain was first discovered in 1819 and was then lost for ∼200 years, only to be rediscovered in 2003 as a small, weakly active…”
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Machine learning dihydrogen activation in the chemical space surrounding Vaska's complex (The dataset is publicly available at Dataverse and GitHub (https://doi.org/10.5683/SP2/CJS7QA and https://github.com/pascalfriederich/vaskas-space, respectively). It includes the xyz files containing the coordinates of all complexes and transition states and the calculated energies and features used to train our machine learning models in a .csv file.) Autor Friederich, Pascal, Gabriel dos Passos Gomes, De Bin, Riccardo, Aspuru-Guzik, Alán, Balcells, David

“…Homogeneous catalysis using transition metal complexes is ubiquitously used for organic synthesis, as well as technologically relevant in applications such as…”
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Quantum Deep Descriptor: Physically Informed Transfer Learning from Small Molecules to Polymers Autor Tsubaki, Masashi, Mizoguchi, Teruyasu

“…In this study, we propose a physically informed transfer learning approach for materials informatics (MI) using a quantum deep descriptor (QDD) obtained from…”
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Image Processing and Machine Learning for Automated Identification of Chemo-/Biomarkers in Chromatography-Mass Spectrometry Autor Jirayupat, Chaiyanut, Nagashima, Kazuki, Hosomi, Takuro, Takahashi, Tsunaki, Tanaka, Wataru, Samransuksamer, Benjarong, Zhang, Guozhu, Liu, Jiangyang, Kanai, Masaki, Yanagida, Takeshi

“…We present a method named NPFimg, which automatically identifies multivariate chemo-/biomarker features of analytes in chromatography-mass spectrometry (MS)…”
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A large-scale analysis of bioinformatics code on GitHub Autor Russell, Pamela H., Johnson, Rachel L., Ananthan, Shreyas, Harnke, Benjamin, Carlson, Nichole E.

“… communities, and software impact. To investigate these issues, we curated a list of 1,720 bioinformatics repositories on GitHub through their mention in peer-reviewed bioinformatics articles…”
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Ten Simple Rules for Taking Advantage of Git and GitHub Autor Perez-Riverol, Yasset, Gatto, Laurent, Wang, Rui, Sachsenberg, Timo, Uszkoreit, Julian, Leprevost, Felipe da Veiga, Fufezan, Christian, Ternent, Tobias, Eglen, Stephen J., Katz, Daniel S., Pollard, Tom J., Konovalov, Alexander, Flight, Robert M., Blin, Kai, Vizcaíno, Juan Antonio

“…), NSF grant number 1252893 (http://www.nsf.gov/), and Novo Nordisk Foundation (http://www.novonordiskfonden.dk/en). GitHub relies, at its core, on the well-known…”
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A tutorial on conducting genome‐wide association studies: Quality control and statistical analysis Autor Marees, Andries T., Kluiver, Hilde, Stringer, Sven, Vorspan, Florence, Curis, Emmanuel, Marie‐Claire, Cynthia, Derks, Eske M.

“… This tutorial aims to provide a guideline for conducting genetic analyses. Methods We discuss and explain key concepts and illustrate how to conduct GWAS using example scripts provided through GitHub (https…”
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Mime: A flexible machine-learning framework to construct and visualize models for clinical characteristics prediction and feature selection Autor Liu, Hongwei, Zhang, Wei, Zhang, Yihao, Adegboro, Abraham Ayodeji, Fasoranti, Deborah Oluwatosin, Dai, Luohuan, Pan, Zhouyang, Liu, Hongyi, Xiong, Yi, Li, Wang, Peng, Kang, Wanggou, Siyi, Li, Xuejun

“…The widespread use of high-throughput sequencing technologies has revolutionized the understanding of biology and cancer heterogeneity. Recently, several…”
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GitHubInclusifier: Finding and Fixing Non-Inclusive Language in GitHub Repositories Autor Todd, Liam, Grundy, John, Treude, Christoph

“… The tool and evaluation data are available from: https://github.com/LiamTodd/github-inclusifier The demo video is available at: https://www.youtube.com/watch?v=1z1QKdQg…”
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HyperCRX 2.0: A Comprehensive and Automated Tool for Empowering GitHub Insights Autor Wang, Yantong, Wang, Wei, Xia, Xiaoya, Tang, Yenan, Bi, Fenglin, Han, Fanyu, Peng, Jiaheng, Zhao, Shengyu, You, Lan

“…HyperCRX is a browser extension designed for the GitHub platform, aimed at enhancing the open-source experience by providing in-depth insights into projects and developers…”
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A user material approach for the solution of multi-field problems in Abaqus: Theoretical foundations, gradient-enhanced damage mechanics and thermo-mechanical coupling Autor Sobisch, Lennart, Kaiser, Tobias, Furlan, Tim, Menzel, Andreas

“…The solution of multi-field problems and the numerical implementation by means of the finite element method constitute a sophisticated part of the…”
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A catalogue of game-specific anti-patterns based on GitHub and Game Development Stack Exchange Autor Agrahari, Vartika, Shanbhag, Shriram, Chimalakonda, Sridhar, Rao, A. Eashaan

“…With the ever-increasing use of games, game developers are expected to write efficient code and support several aspects such as security, maintainability, and…”
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Introducing GloRiSe – a global database on river sediment composition Autor Müller, Gerrit, Middelburg, Jack J., Sluijs, Appy

“…Rivers transport dissolved and solid loads from terrestrial realms to the oceans and between inland reservoirs, representing major mass fluxes on Earth's…”
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GitQ- Towards Using Badges as Visual Cues for GitHub Projects Autor Manasa Venigalla, Akhila Sri, Boyalakuntla, Kowndinya, Chimalakonda, Sridhar

“…GitHub hosts millions of software repositories, facilitating developers to contribute to many projects in multiple ways…”
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decoupleR: ensemble of computational methods to infer biological activities from omics data Autor Badia-i-Mompel, Pau, Vélez Santiago, Jesús, Braunger, Jana, Geiss, Celina, Dimitrov, Daniel, Müller-Dott, Sophia, Taus, Petr, Dugourd, Aurelien, Holland, Christian H, Ramirez Flores, Ricardo O, Saez-Rodriguez, Julio

“…Summary Many methods allow us to extract biological activities from omics data using information from prior knowledge resources, reducing the dimensionality…”
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