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Wanting to start a journal club, but don't have time to find journals? Why not borrow someone else's reading list? Here is a collection of readings on open sciences collected from around the web, let us know if you find more! We are in the process of making this a [Zotero library here]( ## Existing Reading lists - [Srivistava (2016) - Everything is fucked]( - [David Mellor's "Open Science in the Literature"]( - ["Replication Concerns are not new"]( - [How to become a Bayesian in eight easy steps]( - [Eight Easy Steps to Open Science: An Annotated Reading List]( - [Brent Roberts and Dan Simons' exhaustive reading list]( - [Reproducibility Biography]( - [The global benefits of Open research]( ### Open Science - [A Short (Personal) Future History of Revolution 2.0]( ^ Recommended "intro to open science" article - [Open Science, Bropen Science]( A thoughtful, pro-openness cricitism of open science. - [Open Science: One Term, Five Schools of Thought]( Teasing out the traditions of openness and how they relate to one another. - [Practical Tools and Strategies for Researchers to Increase Replicability]( How to get started in open research practices - [Open science: What, Why, and how?]( - [Implications of the Credibility Revolution for Productivity, Creativity, and Progress]( - [Open Science Is Liberating and Can Foster Creativity]( - [How open science helps researchers succeed]( What can open research practices do for you (cynically) - [Open Science challenges, benefits and tips in early career and beyond]( - [The new statistics: why and how.]( - [The Tao of open science for ecology]( - [Open Education Science]( - [ Grassroots support for reforming reporting standards in psychology](,pps).pdf) - [Enhancing transparency of the research process to increase accuracy of findings: A guide for relationship researchers](,pr).pdf) - [A new replication norm for psychology](,collabra).pdf) - [Psychological and institutional obstacles toward more transparent reporting of psychological science](,chapter).pdf) - [Benefits of open and high-powered research outweigh costs](,jpsp).pdf) - [Reproducibility of Scientific results]( - [A Model-Centric Analysis of Openness, Replication, and Reproducibility]( Complex, but addresses the relationship between openness and reproducibility in great detail. - [Discovery of truth is not implied by reproducibility but facilitated by innovation and epistemic diversity in a model-centric framework]( - [Sound Inference in Complicated Research: A Multi-Strategy Approach]( - [Reproducibility and Replicability in Science]( by National Academies of Sciences, Engineering, and Medicine. - [Cultural Psychology, Diversity, and Representation in Open Science]( ### p-values and statistical significance - [Redefine statistical significance]( - [Justify Your Alpha]( - [Redefine or Justify? Comments on the alpha debate]( - [Remove, rather than redefine, statistical significance]( - [Scientists rise up against statistical significance]( - [Is the call to abandon p-values the red herring of the replicability crisis?]( ### Theory testing - [What Social Scientists Don't Understand]( ### False-positive inflation - [Measuring the prevalence of questionable research practices with incentives for truth telling]( - [Researcher Requests for Inappropriate Analysis and Reporting: A U.S. Survey of Consulting Biostatisticians]( - [False-positive psychology: Undisclosed flexibility in data collection and analysis allows presenting anything as significant]( - [Fearing the future of empirical psychology: Bem's (2011) evidence of psi as a case study of deficiencies in modal research practice](,rgp).pdf) ### Replicability and Credibility - [The Turing Way - A How-to guide to reproducible data science]( - [Minimizing Mistakes in Psychological Science]( - [The Economics of Reproducibility in Preclinical Research]( - [Reproducibility in science: improving the standard for basic and preclinical research.]( - [Estimating the reproducibility of psychological science]( - [Replication in Empirical Economics: The Journal of Money, Credit and Banking Project (1986)]( - [A unified framework to quantify the credibility of scientific findings](,ampss)a-unified-framework-to-quantify-the-credibility-of-scientific-findings.pdf) - [Raise standards for preclinical cancer research]( ## Publication reforms - [Exploratory reports: A new article type for Cortex]( - [A practical guide for transparency in psychological science]( ### Preregistration - [Bold conjectures meet open science: Accelerating theory development in social psychology by testing riskier predictions via pre-registration](,abstract).pdf) - [The preregistration revolution]( - [An Agenda for Purely Confirmatory Research]( - [Preregistration is redundant, at best]( - A contrarian but thoughtful discussion of the role of preregistration in science. ### Open Materials - [Practical Solutions for Sharing Data and Materials From Psychological Research]( ### Open Data - [Practical Tips for Ethical Data Sharing]( - [Nine simple ways to make it easier to (re)use your data]( - [Data Organization in Spreadsheets]( - [Data Authorship as an Incentive to Data Sharing]( - [How to share data for collaboration]( - [Responsible practices for data sharing]( - [Badges for sharing data and code at Biostatistics: an observational study]( - [What incentives increase data sharing in health and medical research? A systematic review]( - [The FAIR Guiding Principles for scientific data management and stewardship]( - [Using OSF to Share Data: A Step-by-Step Guide]( ### Open Publication - [The open access advantage considering citation, article usage and social media attention]( ### Open Educational Resources - [Models for Sustainable Open Educational Resources]( ## Research Process Changes - [Striving for transparent and credible research: practical guidelines for behavioral ecologists]( - [Robust modeling in cognitive science]( - [A Quick Guide to Organizing Computational Biology Projects]( ### Computational Reproducibility - [Good enough practices in scientific computing]( - [Best practices in computational science]( - [What is missing from descriptions of treatment in trials and reviews?]( - [An empirical analysis of journal policy effectiveness for computational reproducibility]( - [Packaging data analytical work reproducibly using R (and friends)]( - [How rOpenSci uses Code review to promote reproducible science]( - [An introduction to Docker for reproducible research, with examples from the R environment]( ### Version Control - [Git can facilitate greater reproducibility and increased transparency in science]( - [Excuse me, do you have a moment to talk about version control?]( ### Open Source - [Building Software Building Community: Lessons from the rOpenSci Project]( - [Our path to better science in less time using open data science tools]( ### Teaching Open Practices - [Teaching Replication]( ### Examples of practice - [Civic Laboratory for Environmental Action Research (CLEAR)]( - [Onboarding in the Language and Cognition Lab](
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