mstdn.science

CarolannieEven discounting bad faith and charlatans, in the biological sciences (which I am familiar with) and probably other research, we get results... but even with meticulous lab books, it's hard to reproduce the exact same experiment and replicate the exact same results. Because we really don't know all the variables <a href="https://c.im/tags/Science" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Science</a> <a href="https://c.im/tags/Experiments" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Experiments</a> <a href="https://c.im/tags/Replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Replicability</a>Unreplicable results are an open secret | Dynamic Ecology<a href="https://dynamicecology.wordpress.com/2025/07/17/unreplicable-results-are-an-open-secret/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://dynamicecology.wordpress.com/2025/07/17/unreplicable-results-are-an-open-secret/</a>

Johannes BreuerNew I4R discussion paper by Philipp Knöpfle, <a href="https://sciences.social/@drfollowmario" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@drfollowmario</a>, and me: "A Replication Report on "Political polarization of news media and influencers on Twitter in the 2016 and 2020 US presidential elections" by Flamino et al. 2023 <a href="https://www.econstor.eu/handle/10419/319836" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.econstor.eu/handle/10419/319836</a> <a href="https://fediscience.org/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> <a href="https://fediscience.org/tags/computationalsocialscience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#computationalsocialscience</a>

Dr Mircea Zloteanu ☀️ 🌊🌴<a href="https://mastodon.social/tags/statstab" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statstab</a> #378 Selective Inference: The Silent Killer of ReplicabilityThoughts: Benjamin overviews the replicability crisis, alternatives to p-values (and their issues), and suggests selective reporting is a large issue itself.<a href="https://mastodon.social/tags/replication" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replication</a> <a href="https://mastodon.social/tags/crisis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#crisis</a> <a href="https://mastodon.social/tags/pvalue" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#pvalue</a> <a href="https://mastodon.social/tags/nhst" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#nhst</a> <a href="https://mastodon.social/tags/selectivereporting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#selectivereporting</a> <a href="https://mastodon.social/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> <a href="https://mastodon.social/tags/reproducibility" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#reproducibility</a> <a href="https://hdsr.mitpress.mit.edu/pub/l39rpgyc/release/3" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://hdsr.mitpress.mit.edu/pub/l39rpgyc/release/3</a>

Science ouverte UnivRennesHow to make Rscripts more reproducible with Nix package Manager : Rix for R make it possible to go a step further than using only Renv or even Docker ; see documentation here <a href="https://docs.ropensci.org/rix/index.html#quick-start-for-returning-users" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://docs.ropensci.org/rix/index.html#quick-start-for-returning-users</a> <a href="https://mastodon.social/tags/nix" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#nix</a> <a href="https://mastodon.social/tags/R" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#R</a> <a href="https://mastodon.social/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a>

Elen Le Foll 🇫🇷 🇬🇧 🇩🇪TODAY (Mon 16 June) at 16:00 CEST, we are delighted to welcome not one, not two, but three guest speakers to <a href="https://fediscience.org/tags/ReproducibiliTea" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ReproducibiliTea</a> in the HumaniTeas: <a href="https://dizl.de/@xenia_ks" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@xenia_ks</a> and Anna Yi Leung (both from the Self Learning Systems Lab of the University of Cologne) and <a href="https://fediscience.org/@JohannesBreuer" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@JohannesBreuer</a> (from GESIS—Leibniz Institute for the Social Sciences, Cologne)! ☀️They will lead a session on the role of language and its role for <a href="https://fediscience.org/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> based on their recently published short paper (<a href="https://doi.org/10.1057/s41599-025-04381-2" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://doi.org/10.1057/s41599-025-04381-2</a>). 📖As usual, you can join us in Cologne <a href="https://openbiblio.social/@unibibkoeln" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@unibibkoeln</a> for a cuppa or via Zoom (join our mailing list to get the link: <a href="https://lists.uni-koeln.de/mailman/listinfo/reproducibilitea-humaniteas" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://lists.uni-koeln.de/mailman/listinfo/reproducibilitea-humaniteas</a>). 🫖 <a href="https://fediscience.org/tags/OpenScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#OpenScience</a> <a href="https://fediscience.org/tags/academia" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#academia</a> <a href="https://fediscience.org/tags/linguistics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#linguistics</a> <a href="https://bsky.brid.gy/r/https://bsky.app/profile/johannesbreuer.com" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@johannesbreuer.com</a>

Science ouverte UnivRennesSi vous êtes chercheur.se à l'Université de Rennes / Rennes 2 ou dans des écoles de l'EPE, l'atelier ARDoISE peut vous accompagner lors d'une éventuelle candidature au prix SO du logiciel libre de recherche <a href="https://mastodon.social/tags/FAIR" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#FAIR</a> <a href="https://mastodon.social/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> <a href="https://mastodon.social/tags/SoftwareHeritage" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SoftwareHeritage</a> <a href="https://mastodon.social/tags/HAL" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HAL</a> <a href="https://scienceouverte.univ-rennes.fr/ardoise-atelier-rennais-de-la-donnee" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://scienceouverte.univ-rennes.fr/ardoise-atelier-rennais-de-la-donnee</a> <a href="https://www.ouvrirlascience.fr/les-candidatures-pour-le-prix-science-ouverte-du-logiciel-libre-de-recherche-2025-sont-ouvertes/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.ouvrirlascience.fr/les-candidatures-pour-le-prix-science-ouverte-du-logiciel-libre-de-recherche-2025-sont-ouvertes/</a>

Steffen WendzelHow to describe <a href="https://dju.social/tags/steganography" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#steganography</a> methods in a comparable and unified way to aid <a href="https://dju.social/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a>?We combined pre-existing methodology into a single framework. New pre-print + online tool prototype (will get improved soon) on our website: <a href="https://patterns.omi.uni-ulm.de/news/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://patterns.omi.uni-ulm.de/news/</a>Full version of the paper and the online tool will be presented at the ARES'25 CUING workshop in August.<a href="https://dju.social/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> <a href="https://dju.social/tags/steganography" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#steganography</a> <a href="https://dju.social/tags/covertchannels" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#covertchannels</a> <a href="https://dju.social/tags/informationhiding" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#informationhiding</a> <a href="https://dju.social/tags/infosec" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#infosec</a> <a href="https://dju.social/tags/cybersecurity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#cybersecurity</a> <a href="https://dju.social/tags/security" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#security</a> <a href="https://dju.social/tags/research" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#research</a>

Johannes BreuerHad a great time at the CSS workshop in Mannheim organized by Ruben Bach & Valerie Hase. You can find the slides from my presentation on "Reproducibility & Replicability in Computational Social Science Research" here: <a href="https://doi.org/10.6084/m9.figshare.29086382.v1" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://doi.org/10.6084/m9.figshare.29086382.v1</a> <a href="https://fediscience.org/tags/reproducibility" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#reproducibility</a> <a href="https://fediscience.org/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> <a href="https://fediscience.org/tags/computationalsocialscience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#computationalsocialscience</a>

NIOO-KNAWNew publication: Code-sharing policies are associated with increased <a href="https://social.edu.nl/tags/reproducibility" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#reproducibility</a> potential of ecological findings, by <a href="https://ecoevo.social/@antica_c" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@antica_c</a> and others. <a href="https://social.edu.nl/tags/codesharing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codesharing</a> <a href="https://social.edu.nl/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> <a href="https://social.edu.nl/tags/reliability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#reliability</a> <a href="https://doi.org/10.24072/pcjournal.541" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://doi.org/10.24072/pcjournal.541</a>

Jesus Castagnetto 🇵🇪"Estimating the <a href="https://mastodon.social/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> of Brazilian <a href="https://mastodon.social/tags/biomedical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#biomedical</a> <a href="https://mastodon.social/tags/science" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#science</a>"... Replication rates for these experiments varied between 15 and 45% according to five predefined criteria ...<a href="https://mastodon.social/tags/Brazil" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Brazil</a><a href="https://www.biorxiv.org/content/10.1101/2025.04.02.645026v2" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.biorxiv.org/content/10.1101/2025.04.02.645026v2</a>

Dr Mircea Zloteanu ☀️ 🌊🌴<a href="https://mastodon.social/tags/statstab" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#statstab</a> #315 What fraction of repeat experiments will have an effect size within the 95% confidence interval of the first experiment?Thoughts: CV is a great place to learn. We see the same answer as Cumming: 83%<a href="https://mastodon.social/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> <a href="https://mastodon.social/tags/confidenceintervals" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#confidenceintervals</a> <a href="https://mastodon.social/tags/replication" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replication</a> <a href="https://mastodon.social/tags/metascience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#metascience</a> <a href="https://mastodon.social/tags/estimation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#estimation</a> <a href="https://mastodon.social/tags/research" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#research</a> <a href="https://mastodon.social/tags/science" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#science</a><a href="https://stats.stackexchange.com/questions/218602/what-fraction-of-repeat-experiments-will-have-an-effect-size-within-the-95-conf" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://stats.stackexchange.com/questions/218602/what-fraction-of-repeat-experiments-will-have-an-effect-size-within-the-95-conf</a>

Dutch Reproducibility NetworkThe University for <a href="https://mastodon.social/tags/HumanisticStudies" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HumanisticStudies</a>/ UvH joins the NLRN as an institutional member! At the NLRN, we want to make a range of epistemic voices heard in the discussion around <a href="https://mastodon.social/tags/reproducibility" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#reproducibility</a> and <a href="https://mastodon.social/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> of <a href="https://mastodon.social/tags/science" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#science</a> and <a href="https://mastodon.social/tags/scholarship" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#scholarship</a>. With their research portofolio focusing on <a href="https://mastodon.social/tags/worldviews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#worldviews</a> and humane societies, the UvH complements the voices of the other, more technical and generalistic institutions TU Delft, TU/e, RUG and escience Center. Foto: Gaelle Marcel for Unsplash

Science ouverte UnivRennesLes interventions de la journée d'étude ARDoISE du 17 décembre sont en ligne et accessibles depuis le site ScienceConf : <a href="https://je2024-ardoise.sciencesconf.org/resource/page/id/1" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://je2024-ardoise.sciencesconf.org/resource/page/id/1</a> <a href="https://mastodon.social/tags/reproductibilt%C3%A9" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#reproductibilté</a> <a href="https://mastodon.social/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> <a href="https://mastodon.social/tags/ResearchSoftware" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ResearchSoftware</a> Interventions de <a href="https://social.sciences.re/@zimoun" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@zimoun</a> <a href="https://toot.aquilenet.fr/@rougier" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@rougier</a> <a href="https://nerdculture.de/@NaudetFlorian" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@NaudetFlorian</a> , Isabelle Blanc administratrice ministérielle des données, code source et logiciels, et d'autres encore...

petersuberComparing the predicted <a href="https://fediscience.org/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> of a study with its actual replicability. <a href="https://www.nature.com/articles/s41562-024-01961-1" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.nature.com/articles/s41562-024-01961-1</a>"Both beginners and more-experienced participants…have some ability to make better-than-chance predictions about the reliability of ‘fast science’ under conditions of high uncertainty." For more along these lines, esp <a href="https://fediscience.org/tags/PredictionMarkets" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#PredictionMarkets</a> for <a href="https://fediscience.org/tags/replication" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replication</a>, see the Twitter thread I started in 2020, which I plan to continue here in Mastodon. Watch this space. <a href="https://x.com/petersuber/status/1259521012196167681" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://x.com/petersuber/status/1259521012196167681</a><a href="https://fediscience.org/tags/Predictions" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Predictions</a> <a href="https://fediscience.org/tags/Preprints" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Preprints</a> <a href="https://fediscience.org/tags/Reproducibility" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Reproducibility</a>

JMLR'Estimating the Replication Probability of Significant Classification Benchmark Experiments', by Daniel Berrar.<a href="http://jmlr.org/papers/v25/24-0158.html" rel="nofollow noopener noreferrer" translate="no" target="_blank">http://jmlr.org/papers/v25/24-0158.html</a> <a href="https://sigmoid.social/tags/classifiers" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#classifiers</a> <a href="https://sigmoid.social/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> <a href="https://sigmoid.social/tags/hypothesis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#hypothesis</a>

(((@amarois)))Très content d'avoir pu écouter - et rencontrer - <a href="https://social.sciences.re/@arthurperret" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@arthurperret</a> parler d'organisation des connaissances, prise de notes et graphs de documents au <a href="https://framapiaf.org/@CampusDuLibre" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@CampusDuLibre</a> 2024 aujourd'hui ! <a href="https://mamot.fr/tags/PKM" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#PKM</a> <a href="https://mamot.fr/tags/Zettlr" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Zettlr</a> <a href="https://mamot.fr/tags/markdown" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#markdown</a> <a href="https://mamot.fr/tags/dataviz" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#dataviz</a> <a href="https://mamot.fr/tags/visualthinking" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#visualthinking</a> <a href="https://mamot.fr/tags/openscience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#openscience</a> <a href="https://mamot.fr/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> <a href="https://mamot.fr/tags/campusdulibre" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#campusdulibre</a>

Nick Byrd, Ph.D.Do professors with less PC views self-censor?Clark et al. reported only the linear relationship: the less PC their view, the more reluctant professors were to share it. Kudos to Clark et al. for publishing their data so Luke could detect a better-fitting non-linear, non-unified explanation: most professors were not self-censoring; they were either uncertain or else unreluctant to share.<a href="https://doi.org/10.31234/osf.io/ab34v" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://doi.org/10.31234/osf.io/ab34v</a> <a href="https://nerdculture.de/tags/edu" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#edu</a> <a href="https://nerdculture.de/tags/higherEd" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#higherEd</a> <a href="https://nerdculture.de/tags/psychMethods" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#psychMethods</a> <a href="https://nerdculture.de/tags/logic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#logic</a> <a href="https://nerdculture.de/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> <a href="https://nerdculture.de/tags/manyAnalysts" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#manyAnalysts</a> <a href="https://nerdculture.de/tags/metaScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#metaScience</a>

Nataliia Kaliuzhna⚙️ Another significant step toward embracing <a href="https://mastodon.social/tags/OpenScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#OpenScience</a> in Ukraine! 🇺🇦⌛ The Ukrainian Reproducibility Network <a href="https://mastodon.social/tags/UARN" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#UARN</a> is launching during the Ukrainian Open Science Forum on November 21-23, 2024 in Lviv!As part of the UARN, Local Networks will be established in different regions of Ukraine to support & promote <a href="https://mastodon.social/tags/transparency" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#transparency</a> <a href="https://mastodon.social/tags/reproducibility" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#reproducibility</a> <a href="https://mastodon.social/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> practices across all disciplines. ⌛ There’s still a chance to join either in person or online: <a href="https://peers.international/uarn?fbclid=IwY2xjawGUVOdleHRuA2FlbQIxMAABHfm-jkib50E54ipzyGpVOHx5BMBhGjCvG6Hh2dc4KphOv4eSO1oVTri9og_aem_alSx8dsVLaxDKdWOcn9f6Q" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://peers.international/uarn?fbclid=IwY2xjawGUVOdleHRuA2FlbQIxMAABHfm-jkib50E54ipzyGpVOHx5BMBhGjCvG6Hh2dc4KphOv4eSO1oVTri9og_aem_alSx8dsVLaxDKdWOcn9f6Q</a> <a href="https://mastodon.social/tags/UOSF2024" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#UOSF2024</a>

Stefano ZacchiroliThe state of scientific <a href="https://mastodon.xyz/tags/replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#replicability</a> in AI for large models is quite depressing. It seems to be currently well-accepted that, given that very few actors in the world can afford to replicate model training (which is certainly true), then it is OK to not release training code for your experiments to reviewers and the broader scientific community. I vehemently disagree and, frankly, consider this a mire in how much we can trust associated "scientific" results.

Matt HodgkinsonResearch integrity irony:"A high-profile paper about ways to improve the rigor of research papers has been retracted after critics attacked its own rigor." 🤦<a href="https://www.science.org/content/article/we-are-embarrassed-scientific-rigor-proponents-retract-paper-benefits-scientific-rigor" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.science.org/content/article/we-are-embarrassed-scientific-rigor-proponents-retract-paper-benefits-scientific-rigor</a><a href="https://scicomm.xyz/tags/PreRegistration" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#PreRegistration</a> <a href="https://scicomm.xyz/tags/ResearchIntegrity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ResearchIntegrity</a> <a href="https://scicomm.xyz/tags/PublicationEthics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#PublicationEthics</a> <a href="https://scicomm.xyz/tags/Retractions" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Retractions</a> <a href="https://scicomm.xyz/tags/Reproducibility" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Reproducibility</a> <a href="https://scicomm.xyz/tags/Replicability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Replicability</a> <a href="https://scicomm.xyz/tags/RIirony" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#RIirony</a>

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