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Software metadata: How much is enough? [article]

Alice Allen, Peter Teuben, G. Bruce Berriman, Kimberly DuPrie, Keith Shortridge, Rein Warmels
<span title="2017-12-06">2017</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Broad efforts are underway to capture metadata about research software and retain it across services; notable in this regard is the CodeMeta project.  ...  What metadata are important to have about (research) software? What metadata are useful for searching for codes? What would you like to learn about astronomy software?  ...  The ASCL is grateful for financial support provided by the Heidelberg Institute for Theoretical Studies (HITS) and for facilities and services support from Michigan Technological University, the Astronomy  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1712.02398v1">arXiv:1712.02398v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/w7cvz43blbhqha7s2l4py3g3pm">fatcat:w7cvz43blbhqha7s2l4py3g3pm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200828181852/https://arxiv.org/pdf/1712.02398v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/9c/91/9c916ead40d3a950e6a14bea73bc2f4e226a06a1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1712.02398v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

"How much?" Is Not Enough - An Analysis of Open Budget Initiatives [article]

Alan Freihof Tygel, Judie Attard, Fabrizio Orlandi, Maria Luiza Machado Campos, Sören Auer
<span title="2015-04-07">2015</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
A worldwide movement towards the publication of Open Government Data is taking place, and budget data is one of the key elements pushing this trend.  ...  Its importance is mostly related to transparency, but publishing budget data, combined with other actions, can also improve democratic participation, allow comparative analysis of governments and boost  ...  Five Stars of Open Data Metadata CA11: Are metadata available? Yes/No Semantics CA12: Is any ontology or vocabulary used? Yes/No Access CA13: How are data made available?  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1504.01563v1">arXiv:1504.01563v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zoavxykjajeqtosssr3uneu76a">fatcat:zoavxykjajeqtosssr3uneu76a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200913215932/https://arxiv.org/pdf/1504.01563v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e1/a4/e1a4826b4c9740af2f2b89beb00dd135c7bce2a1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1504.01563v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Cloud Log Forensics Metadata Analysis

Sean Thorpe, Indrajit Ray, Tyrone Grandison, Abbie Barbir
<span title="">2012</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ma4kgqf4lnhyfahyj2jlhr2usy" style="color: black;">2012 IEEE 36th Annual Computer Software and Applications Conference Workshops</a> </i> &nbsp;
An examination of the role that the VM kernel hypervisor logs provide as OS metadata in cloud investigations is also presented.  ...  This paper poses the question of what kind of information is desired from virtual machine (VM) hosted operating systems (OS) investigated by a cloud forensic examiner.  ...  (unless it is large enough to hold information about all VM users).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/compsacw.2012.44">doi:10.1109/compsacw.2012.44</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/compsac/ThorpeRGB12.html">dblp:conf/compsac/ThorpeRGB12</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kqklzhkbjjdfvbga7kbxs4t7se">fatcat:kqklzhkbjjdfvbga7kbxs4t7se</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20160108002955/http://www.proficiencylabs.com:80/uploads/1/8/8/1/18817082/camerareadyversioncompsac12.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/a6/01/a601b882c6f27c658656aa737351a1e9e75d1264.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/compsacw.2012.44"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Wasn't "open" FAIR enough? The future of data and software publication

Jens Klump
<span title="2019-11-21">2019</span> <i title="Zenodo"> Zenodo </i> &nbsp;
This presentation will discuss how the FAIR principles and the FORCE11 Software Citation Principles, although not yet perfectly aligned, go beyond the Ber [...]  ...  The value of making research data available is broadly accepted.  ...  • This is in conflict with the basic principle of reproducibility of scientific results. Barriers to Reproducible Research My code is not good enough for others to reuse.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3549662">doi:10.5281/zenodo.3549662</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yamph6spjjdddept5wck4udddy">fatcat:yamph6spjjdddept5wck4udddy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201222225204/https://zenodo.org/record/3549663/files/GeoMuenster2019-13F-Klump.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/61/31/61315efc8657127fd0ba8df05dbd97ce9b9d8398.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3549662"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

The Next Generation of Metadata-Oriented Testing of Research Software [article]

Doug Mulholland, Paulo Alencar, Donald Cowan
<span title="2018-12-25">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
However, although research software platforms can be built increasingly more innovative and powerful than ever before, with increasing complexity there is a greater risk of failure if unplanned for and  ...  Research software refers to software development tools that accelerate discovery and simplifies access to digital infrastructures.  ...  TOWARDS THE NEXT GENEARATION OF METADATA-ORIENTED TESTING The question is: How can metadata, that is, data that describes the application, support the creation of automated testing regimes that exercise  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1812.10178v1">arXiv:1812.10178v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/swmvcurekrhidlyq7cvc6adjdy">fatcat:swmvcurekrhidlyq7cvc6adjdy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191013013811/https://arxiv.org/pdf/1812.10178v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d7/9d/d79d63c25009c0c1710d7852ee9a8e4b94d65cb2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1812.10178v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Githru: Visual Analytics for Understanding Software Development History Through Git Metadata Analysis [article]

Youngtaek Kim, Jaeyoung Kim, Hyeon Jeon, Young-Ho Kim, Hyunjoo Song, Bohyoung Kim, Jinwook Seo
<span title="2020-09-08">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Git metadata contains rich information for developers to understand the overall context of a large software development project.  ...  The efficacy of Githru has been demonstrated by case studies with domain experts using real-world, in-house datasets from a large software development team at a major international IT company.  ...  and How much has he been working since the last quarter? [32] . Similarly, managers and testers also need to deal with historical information.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2009.03115v2">arXiv:2009.03115v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/52gutk3fufds5f5lvbz2g6aezm">fatcat:52gutk3fufds5f5lvbz2g6aezm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200918203413/https://arxiv.org/pdf/2009.03115v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2009.03115v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

A programmatic view of metadata, metadata services, and metadata flow in ATLAS

D Malon, S Albrand, E Gallas, G Stewart
<span title="2012-12-13">2012</span> <i title="IOP Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wxgp7pobnrfetfizidmpebi4qy" style="color: black;">Journal of Physics, Conference Series</a> </i> &nbsp;
as datasets and jobs and files and software versions, and vice versa.  ...  We describe how metadata are read, how metadata are cached, and how metadata generated by jobs and the tasks of which they are a part are communicated, associated with data products, and preserved.  ...  In addition to decisions about which data to process, decisions must be made about which software versions to use and how to configure jobs to process the data.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/1742-6596/396/5/052052">doi:10.1088/1742-6596/396/5/052052</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ea6kjmd3yrgfphzij4bxv45pfy">fatcat:ea6kjmd3yrgfphzij4bxv45pfy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180727010736/http://cds.cern.ch/record/1449731/files/ATL-SOFT-PROC-2012-032.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/a9/11/a911256b94143f07469a85d2459e21d490635b45.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/1742-6596/396/5/052052"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> iop.org </button> </a>

Using asynchronous writes on metadata to improve file system performance

Li-Chi Feng, Ruei-Chuan Chang
<span title="">1996</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/kqzhqyka2ffqdlbon77fd6trwm" style="color: black;">Journal of Systems and Software</a> </i> &nbsp;
How to improve file system performance is increasingly important. There are two types of entities in a file system: data and metadata. Data mean the actual contents of files.  ...  Due to the increasing gap between CPU and disk I/O speeds, the file system is becoming the performance bottleneck in computer system design.  ...  The last question (update policy) is how and when to accomplish these ordered metadata writes to achieve good performance.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/0164-1212(95)00084-4">doi:10.1016/0164-1212(95)00084-4</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/73qm6bvcrvdebifl5qvd4pfiqu">fatcat:73qm6bvcrvdebifl5qvd4pfiqu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170814134639/https://ir.nctu.edu.tw/bitstream/11536/1025/1/A1996VH07500005.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/33/32/3332749a4e7906e8022dbdda9a55b13956c2bb36.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/0164-1212(95)00084-4"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Making nano data FAIR enough

<span title="">2021</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3v532s6gp5al5ogim3x3yftmbu" style="color: black;">Nature Nanotechnology</a> </i> &nbsp;
We refer our readers to that paper for the list of recommendations; but to illustrate how rooted the problem is and how much work still needs to be done, we emphasize that simply in terms of findability  ...  editorial Making nano data FAIR enough The FAIR principles provide compelling guidelines on how to achieve reusability of nanotechnology data.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1038/s41565-021-00935-y">doi:10.1038/s41565-021-00935-y</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/34117461">pmid:34117461</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3cuhhgmgrbat7dw7tpofd5rt5m">fatcat:3cuhhgmgrbat7dw7tpofd5rt5m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210718083114/https://www.nature.com/articles/s41565-021-00935-y.pdf?error=cookies_not_supported&amp;code=e0a31516-94c5-4d56-8104-239956f3af9d" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d4/7e/d47e884bacf10d757ce483ba71c0aa48130ce074.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1038/s41565-021-00935-y"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> nature.com </button> </a>

Track 2 Paper: The Future of Metadata-Oriented Testing of Research Software: Automated Generation of Test Regimes and Other Benefits

Doug Mulholland, Paulo Alencar, Don Cowan
<span title="2017-08-22">2017</span> <i title="Figshare"> Figshare </i> &nbsp;
Software systems and applications that make greater use of descriptive data ("metadata") and less use of program code can, in general, be maintained by individuals with less knowledge of technology and  ...  SOFTWARE AGENTS FOR METADATA-BASED TESTING Just as a data management system can be created with a greater emphasis on metadata and a reduced emphasis on program code, so also software agents can be defined  ...  much simpler to describe and perform.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.6084/m9.figshare.5334091">doi:10.6084/m9.figshare.5334091</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yhutgkfutnbwjdbxhuhpa2vqzq">fatcat:yhutgkfutnbwjdbxhuhpa2vqzq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200112150400/https://s3-eu-west-1.amazonaws.com/pfigshare-u-files/9158542/AutomatedGenerationofTestRegimes.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/57/79/5779e46e4a7b7f42ef68713d06a76757bf7e0f75.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.6084/m9.figshare.5334091"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> figshare.com </button> </a>

What can commit metadata tell us about design degradation?

Gustavo Ansaldi Oliva, Igor Steinmacher, Igor Wiese, Marco Aurélio Gerosa
<span title="">2013</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tuo6zxr3urhjzkm6byqvrmc7xy" style="color: black;">Proceedings of the 2013 International Workshop on Principles of Software Evolution - IWPSE 2013</a> </i> &nbsp;
The only requirement is the existence of a VCS (e.g., CVS, Subversion, Git, Mercurial) with enough system development history.  ...  In this paper, we leverage such information and propose an approach to assess design degradation that is programming language agnostic and relies almost exclusively on commit metadata.  ...  Therefore, our hypothesis is that information mined from commit metadata is able to reveal design degradation.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2501543.2501547">doi:10.1145/2501543.2501547</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/iwpse/OlivaSWG13.html">dblp:conf/iwpse/OlivaSWG13</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ffpkg44cofbaxnd7gooyqfwxmu">fatcat:ffpkg44cofbaxnd7gooyqfwxmu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20160817141803/http://igor.pro.br/publica/papers/IWPSE2013.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/0e/6f/0e6f5a4a677cbb2dea6a80b38a2a4e23f753c031.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2501543.2501547"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Efficient support for in-place metadata in Java software transactional memory

Ricardo J. Dias, Tiago M. Vale, João M. Lourenço
<span title="2013-07-19">2013</span> <i title="Wiley"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/o454xj4tdjfllm3oragfkdrffi" style="color: black;">Concurrency and Computation</a> </i> &nbsp;
Software Transactional Memory (STM) algorithms associate metadata with the memory locations accessed during a transaction's lifetime.  ...  The out-place strategy is implemented by using a table-like data structure that efficiently maps memory references to its metadata.  ...  Lets now see where and how the metadata objects are stored, and how they are used on invocation of the call-back functions.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/cpe.3098">doi:10.1002/cpe.3098</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/r4d27bgur5etvjzjoqipiwm5aa">fatcat:r4d27bgur5etvjzjoqipiwm5aa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20160207025322/http://docentes.fct.unl.pt/joao-lourenco/files/ccpe2013-dias.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/cc/d9/ccd988349333193a8853a530cfd222b4f17b5cb2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/cpe.3098"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> wiley.com </button> </a>

Good enough practices in scientific computing

Greg Wilson, Jennifer Bryan, Karen Cranston, Justin Kitzes, Lex Nederbragt, Tracy K. Teal, Francis Ouellette
<span title="2017-06-22">2017</span> <i title="Public Library of Science (PLoS)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ch57atmlprauhhbqdf7x4ytejm" style="color: black;">PLoS Computational Biology</a> </i> &nbsp;
As a result, data can get lost, analyses can take much longer than necessary, and researchers are limited in how effectively they can work with software and data.  ...  These recommendations synthesize inspiration from our own work, from the experiences of the thousands of people who have taken part in Software Carpentry and Data Carpentry workshops over the past 6 years  ...  Illinois), and Garrett Grolemund (RStudio) for their feedback on early versions of this paper, to those who contributed during the outlining of the manuscript, and to everyone involved in Data Carpentry and Software  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1371/journal.pcbi.1005510">doi:10.1371/journal.pcbi.1005510</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/28640806">pmid:28640806</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC5480810/">pmcid:PMC5480810</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/x67cjoxxwncp7kx7fp2ireevle">fatcat:x67cjoxxwncp7kx7fp2ireevle</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180719074040/http://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1005510&amp;type=printable" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/53/b7/53b71b3cb64b5e62f7146c82749561c074550d3b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1371/journal.pcbi.1005510"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> plos.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5480810" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Good Enough Practices in Scientific Computing [article]

Greg Wilson, Jennifer Bryan, Karen Cranston, Justin Kitzes, Lex Nederbragt, Tracy K. Teal
<span title="2016-10-14">2016</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
These recommendations synthesize inspiration from our own work, from the experiences of the thousands of people who have taken part in Software Carpentry and Data Carpentry workshops over the past six  ...  Illinois), and Garrett Grolemund (RStudio) for their feedback on early versions of this paper, to those who contributed during the outlining of the manuscript, and to everyone involved in Data Carpentry and Software  ...  Follow your research community's standards for how to provide metadata.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1609.00037v2">arXiv:1609.00037v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/37647mjrrjdrtnpc2iexmjio5u">fatcat:37647mjrrjdrtnpc2iexmjio5u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200827084609/https://arxiv.org/pdf/1609.00037v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/f0/e4/f0e432ffd9040b38ec5d6b238b9b5ad91134b093.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1609.00037v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Metadata Interpretation Driven Development [article]

Júlio G. S. F. da Costa, Reinaldo A. Petta, Samuel Xavier-de-Souza
<span title="2021-10-08">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We show how this can increase the (re)use of the constructs.  ...  Although high-reuse software construction is considered a relatively mature field, changes in the software services scenario demand constant evolution of the actual solutions.  ...  How much overhead will there be for the system due to the need to interpret metadata in addition to performing the concern operation that is implemented as an interpreter?  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2105.00534v2">arXiv:2105.00534v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/w5ct66dv5vhhjm5qrlwpxpjgzq">fatcat:w5ct66dv5vhhjm5qrlwpxpjgzq</a> </span>
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