Presentation at the 2016 annual meeting of the Mind and Brain College of the university of Lisbon on the infrastructural causes for the apparent replication crisis in the experimental/biomedical sciences.
What's wrong with our scholarly infrastructure?Björn Brembs
First of a two-part series on the issues scientists face with their expensive, antiquated infrastructure and how to overcome these problems. First part on problems, second part (upcoming) on solutions.
What's wrong with our scholarly infrastructure?Björn Brembs
First of a two-part series on the issues scientists face with their expensive, antiquated infrastructure and how to overcome these problems. First part on problems, second part (upcoming) on solutions.
Presentazione all'interno del seminario "Servizi e strumenti per la ricerca a Ca’ Foscari". 29 maggio 2019 ore 9.15 – 14.30. Aula Morelli, Palazzo Malcanton Marcorà, Venezia.
Cite as:
Sarretta, Alessandro. (2019, May). Pubblicare: la parola ai ricercatori (Publishing Open). Zenodo. http://doi.org/10.5281/zenodo.3234169
Presentation by Tito Sierra at Code4Lib 2007 in Athens, GA.
The Smart Subjects tool attempts to increase broader user discovery of relevant library resources by serendipitously recommending library subjects related to a user's search query. The prototype tool uses large locally created subject indexes consisting of rich topical keyword content harvested from local sources. An OpenSearch interface allows this recommendation service to be integrated flexibly and easily in a variety of web applications.
Using Big Data to Improve Official Economic Statistics - DiscussionFrauke Kreuter
This slide deck belongs to the 2017 Joint Statistical Meeting Session organized by Carma Hogue, featuring Brian Dumbacher, Rebecca Hutchinson and Abe Dunn.
Access to Freely Available Journal Articles: Gold, Green, and Rogue Open Ac...Jason Price, PhD
A recent bibliometrics study found that 54% of 4.6 million scientific papers from peer-reviewed journals indexed in Scopus during the years 2011-2013 could be downloaded for free on the internet in April of 2014 (Archambault, et al. 2014). As time rolls on, authors and researchers are increasingly using more-and-less legal scholarly article sharing services to "take back the literature," or even just to access it more conveniently (Bohannon, 2016). The objective of this study was to evaluate a manageable sample of journal articles across the sciences, social sciences and humanities for their availability in gold, green and rogue open access forms, including ResearchGate and Sci-Hub. Attendees will gain a greater appreciation of the extent of open access availability through Google Scholar, Google and commercial discovery systems, and will be challenged to roll with the times by expanding the role of libraries in broadening access to the freely available literature.
These role cards accompany the slides for session 3.2 of the RDMRose v3 materials.
The JISC funded RDMRose project (June 2012-May 2013) was a collaboration between the libraries of the University of Leeds, Sheffield and York, with the Information School at Sheffield to provide an Open Educational Resource for information professionals on Research Data Management. The materials were revised between November 2014 and February 2015 for the consortium of North West Academic Libraries (NoWAL).
http://www.sheffield.ac.uk/is/research/projects/rdmrose
OSFair2017 Training | Increasing Research Transparency using the Open Science...Open Science Fair
Jennifer Freeman Smith talks about increasing research transparency using the Open Science Framework | OSFair2017 Workshop
Workshop title: Increasing Research Transparency using the Open Science Framework
Workshop overview:
Part of the challenge with making research more open and transparent is purely logistical. Where and how can the research be stored, organized, and shared most effectively when there are so many different tools, processes and policies in place? The OSF provides an open source, structured environment where researchers from all over the world, using their own tools and processes, can collaborate openly, transparently, and effectively.
DAY 3 PARALLEL SESSION 8
This presentation was provided by Leslie McIntosh of Ripeta, during the NISO hot topic event "Preprints." The virtual conference was held on April 21, 2021.
Scientific Interactions and Research Evaluation: From Bibliometrics to Altmet...Stefanie Haustein
Haustein, S. (2015). Scientific Interactions and Research Evaluation: From Bibliometrics to Altmetrics
Keynote at ISI2015 in Zadar, Croatia
http://isi2015.de/?session=keynote-c-i
Abstract. Since its creation 350 years ago, the scientific peer-reviewed journal has become the central and most important form of scholarly communication in the natural sciences and medicine. Although the digital revolution has facilitated and accelerated the publishing process by moving from print to online, it has not changed the scientific journal and scholarly communication as such. Today publications and citations in peer-reviewed journals are considered as indicators of scientific productivity and impact and used and misused in research evaluation. As scholarly communication is becoming more open and diverse and manuscripts, data, presentations and code are shared online, the altmetrics and open science movement demand the adaption of evaluation practices. Parallels are drawn between the early days of bibliometrics and current altmetrics research highlighting possibilities and limitations of various metrics and warning against adverse effects.
Journal Club - Best Practices for Scientific ComputingBram Zandbelt
Journal Club presentation for Cools lab at Donders Institute, Radboud University, Nijmegen, the Netherlands
Date: October 28, 2015
Paper:
Wilson, G., Aruliah, D. A., Brown, C. T., Hong, N. P. C., Davis, M., Guy, R. T., ... & Wilson, P. (2014). Best practices for scientific computing. PLoS Biology, 12(1), e1001745.
Presentazione all'interno del seminario "Servizi e strumenti per la ricerca a Ca’ Foscari". 29 maggio 2019 ore 9.15 – 14.30. Aula Morelli, Palazzo Malcanton Marcorà, Venezia.
Cite as:
Sarretta, Alessandro. (2019, May). Pubblicare: la parola ai ricercatori (Publishing Open). Zenodo. http://doi.org/10.5281/zenodo.3234169
Presentation by Tito Sierra at Code4Lib 2007 in Athens, GA.
The Smart Subjects tool attempts to increase broader user discovery of relevant library resources by serendipitously recommending library subjects related to a user's search query. The prototype tool uses large locally created subject indexes consisting of rich topical keyword content harvested from local sources. An OpenSearch interface allows this recommendation service to be integrated flexibly and easily in a variety of web applications.
Using Big Data to Improve Official Economic Statistics - DiscussionFrauke Kreuter
This slide deck belongs to the 2017 Joint Statistical Meeting Session organized by Carma Hogue, featuring Brian Dumbacher, Rebecca Hutchinson and Abe Dunn.
Access to Freely Available Journal Articles: Gold, Green, and Rogue Open Ac...Jason Price, PhD
A recent bibliometrics study found that 54% of 4.6 million scientific papers from peer-reviewed journals indexed in Scopus during the years 2011-2013 could be downloaded for free on the internet in April of 2014 (Archambault, et al. 2014). As time rolls on, authors and researchers are increasingly using more-and-less legal scholarly article sharing services to "take back the literature," or even just to access it more conveniently (Bohannon, 2016). The objective of this study was to evaluate a manageable sample of journal articles across the sciences, social sciences and humanities for their availability in gold, green and rogue open access forms, including ResearchGate and Sci-Hub. Attendees will gain a greater appreciation of the extent of open access availability through Google Scholar, Google and commercial discovery systems, and will be challenged to roll with the times by expanding the role of libraries in broadening access to the freely available literature.
These role cards accompany the slides for session 3.2 of the RDMRose v3 materials.
The JISC funded RDMRose project (June 2012-May 2013) was a collaboration between the libraries of the University of Leeds, Sheffield and York, with the Information School at Sheffield to provide an Open Educational Resource for information professionals on Research Data Management. The materials were revised between November 2014 and February 2015 for the consortium of North West Academic Libraries (NoWAL).
http://www.sheffield.ac.uk/is/research/projects/rdmrose
OSFair2017 Training | Increasing Research Transparency using the Open Science...Open Science Fair
Jennifer Freeman Smith talks about increasing research transparency using the Open Science Framework | OSFair2017 Workshop
Workshop title: Increasing Research Transparency using the Open Science Framework
Workshop overview:
Part of the challenge with making research more open and transparent is purely logistical. Where and how can the research be stored, organized, and shared most effectively when there are so many different tools, processes and policies in place? The OSF provides an open source, structured environment where researchers from all over the world, using their own tools and processes, can collaborate openly, transparently, and effectively.
DAY 3 PARALLEL SESSION 8
This presentation was provided by Leslie McIntosh of Ripeta, during the NISO hot topic event "Preprints." The virtual conference was held on April 21, 2021.
Scientific Interactions and Research Evaluation: From Bibliometrics to Altmet...Stefanie Haustein
Haustein, S. (2015). Scientific Interactions and Research Evaluation: From Bibliometrics to Altmetrics
Keynote at ISI2015 in Zadar, Croatia
http://isi2015.de/?session=keynote-c-i
Abstract. Since its creation 350 years ago, the scientific peer-reviewed journal has become the central and most important form of scholarly communication in the natural sciences and medicine. Although the digital revolution has facilitated and accelerated the publishing process by moving from print to online, it has not changed the scientific journal and scholarly communication as such. Today publications and citations in peer-reviewed journals are considered as indicators of scientific productivity and impact and used and misused in research evaluation. As scholarly communication is becoming more open and diverse and manuscripts, data, presentations and code are shared online, the altmetrics and open science movement demand the adaption of evaluation practices. Parallels are drawn between the early days of bibliometrics and current altmetrics research highlighting possibilities and limitations of various metrics and warning against adverse effects.
Journal Club - Best Practices for Scientific ComputingBram Zandbelt
Journal Club presentation for Cools lab at Donders Institute, Radboud University, Nijmegen, the Netherlands
Date: October 28, 2015
Paper:
Wilson, G., Aruliah, D. A., Brown, C. T., Hong, N. P. C., Davis, M., Guy, R. T., ... & Wilson, P. (2014). Best practices for scientific computing. PLoS Biology, 12(1), e1001745.
ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...Carole Goble
Keynote given by Carole Goble on 23rd July 2013 at ISMB/ECCB 2013
http://www.iscb.org/ismbeccb2013
How could we evaluate research and researchers? Reproducibility underpins the scientific method: at least in principle if not practice. The willing exchange of results and the transparent conduct of research can only be expected up to a point in a competitive environment. Contributions to science are acknowledged, but not if the credit is for data curation or software. From a bioinformatics view point, how far could our results be reproducible before the pain is just too high? Is open science a dangerous, utopian vision or a legitimate, feasible expectation? How do we move bioinformatics from one where results are post-hoc "made reproducible", to pre-hoc "born reproducible"? And why, in our computational information age, do we communicate results through fragmented, fixed documents rather than cohesive, versioned releases? I will explore these questions drawing on 20 years of experience in both the development of technical infrastructure for Life Science and the social infrastructure in which Life Science operates.
Presentation to CRC Mental Health Early Career Researcher Workshop, Melbourne 29.11.17 for @andsdata.
Workshop title: A by-product of scientific training: We're all a little bit biased.
Talk to EBI Industry group on Open Software for chemical and pharmaceutical sciences. Covers examples of chemistry , wit demos, and argues that all public knowledge should be Openly accessible
Published on May 18, 2016 by PMR
Talk to EBI Industry group on Open Software for chemical and pharmaceutical sciences. Covers examples of chemistry , wit demos, and argues that all public knowledge should be Openly accessible
Results Vary: The Pragmatics of Reproducibility and Research Object FrameworksCarole Goble
Keynote presentation at the iConference 2015, Newport Beach, Los Angeles, 26 March 2015.
Results Vary: The Pragmatics of Reproducibility and Research Object Frameworks
http://ischools.org/the-iconference/
BEWARE: presentation includes hidden slides AND in situ build animations - best viewed by downloading.
1
7
Annotated Bibliography
Lua Shanks
Walden University
Research Theory, Design, and Methods
Dr. Arome
11-7-2021
Annotated Bibliography
Introduction
Autism researchers continue to grapple with activities that best serve the purpose of fostering positive interpersonal relationships for children with autism. Children have benefited from therapy sessions that provide ongoing activities to aid their ability to engage in healthy social interactions. However, less is known about how K–12 schools might implement programs for this group of individuals to provide additional opportunities for growth, or even if and how school programs would be of assistance in the end. There is a gap in understanding the possibilities of implementing such programs in schools to foster the social and mental health of children with autism. The six articles I selected for this assignment present research on different types of therapeutic programs that have been used to promote social interactions in children with autism.
Annotated Bibliography on Autism
Wimpory, D. C., & Nash, S. (1999). Musical interaction therapy – therapeutic play for children with autism. Child Language and Teaching Therapy, 15(1), 17–28. https://doi.org/10.1177/026565909901500103
Wimpory and Nash provided a case study
for implementing music interaction therapy as part of play therapy aimed at cultivating communication skills in infants with autism spectrum disorder (ASD). The researchers based their argument on films taken of play-based therapy sessions that introduced music interaction therapy. To assess the success of music play, Wimpory and Nash filmed the follow-up play-based interaction between the parent and the child. The follow-up interactions revealed that 20 months after the introduction of music play, the child developed prolonged playful interaction with both the psychologist and the parent. The follow-up films also revealed that the child initiated spontaneously pretend play during these later sessions. After the introduction of music, the child began to develop appropriate language skills.
Since the publication date for this case study is 1999, the results are dated. Although this study found that music interaction therapy is useful, emerging research in the field has undoubtedly changed in the time since this article was published. Wimpory and Nash wrote this article for a specific audience, including psychologists and researchers working with infants diagnosed with ASD. Their focus means that others beyond these fields may not find the findings applicable to their work.
I am interested in the role of music in therapy to foster social and mental health in children with ASD. Therefore, Wimpory and Nash’s research is useful to me for background information on the implementation of music into play-based therapy in infants with ASD. Wimpory and Nash presented a basis for this t ...
Presentation for the Open Science Week in Dublin, 2022. The presentation outlines motivations and solutions from the "Replacing Academic Journals" proposal:
https://doi.org/10.5281/zenodo.5526634
Good Riddance: Academic Publishers are Abandoning PublishingBjörn Brembs
Talk at RIOT science club on the myriad ways in which science would do so much better if scholarly institutions took their money and spent it on modern information technology instead of antiquated and counter-productive journals.
Publish or perish: how our literature serves the anti-science agendaBjörn Brembs
Online presentation at the Leibniz-Institute of Freshwater Ecology and Inland Fisheries on how our journals are one of the core reasons for the reliability, affordability and functionality issues science is experiencing today and how to fix them.
Modernisierung der Infrastruktur - so viel mehr als nur Zugang.Björn Brembs
Vortrag über die Ursachen warum die digitale informationsinfrastruktur in der Wissenschaft so hoffnungslos veraltet ist und welche verheerenden Konsequenzen das für die Wissenschaft hat.
Incentives for infrastructure modernizationBjörn Brembs
Slides for EUA meeting explaining a strategy for open science infrastructure reform. The strategy is laid out in detail here:
http://bjoern.brembs.net/2018/11/maybe-try-another-kind-of-mandate/
The neurobiological nature of free willBjörn Brembs
Our own experience of our free will has been classified as either supernatural or an illusion because it is difficult to reconcile with macroscopic determinism as well as with microscopic quantum randomness. The former constituting a prison in which no freedom can exist, the latter signifying destructive chaos rather than creative action. Lost in this dichotomy is the demonstrated constructive combination of chance and necessity in complex systems, such as evolution. Recent converging evidence from neuroscience, ecology and genetics suggests that nervous systems, including human brains, have evolved neural circuits that harness (potentially quantum) chance events by embedding them in the controlling architecture of neuronal rules, in order to carefully inject them as creative components into ongoing goal-directed behavior. This presentation contains evidence that this form of behavioral variability may constitute a necessary neural mechanism for free will to evolve in humans.
The evolutionary conserved neurobiology of operant learningBjörn Brembs
Presentation at the 2016 annual meeting of the Mind and Brain College of the University of Lisbon on the multiple learning systems interacting during operant learning.
General brain function: Action – Outcome EvaluationBjörn Brembs
My presentation for the brain and behavior symposium entitled "Brain, Cognition, Behavior, Evolution: Polyglot to Monoglot?" organized by Jerry Hogan at the Institute of advanced studies of the University of Sao Paulo, Brazil.
Journal Club: Behavioral variability in C. elegansBjörn Brembs
My journal club presentation for Tuesday, March 17, 2015 on the paper: Feedback from Network States Generates Variability in a Probabilistic Olfactory Circuit http://dx.doi.org/10.1016/j.cell.2015.02.018
My presentation for the General ONline Research Conference in Cologn, Germany on March 6, 2014. On these slides I detail our proof-of-concept of making all our digital data openly accessible online by default, automatically, whenever the researcher who collected them evaluates them using our custom R-Scripts.
Seminar of U.V. Spectroscopy by SAMIR PANDASAMIR PANDA
Spectroscopy is a branch of science dealing the study of interaction of electromagnetic radiation with matter.
Ultraviolet-visible spectroscopy refers to absorption spectroscopy or reflect spectroscopy in the UV-VIS spectral region.
Ultraviolet-visible spectroscopy is an analytical method that can measure the amount of light received by the analyte.
The increased availability of biomedical data, particularly in the public domain, offers the opportunity to better understand human health and to develop effective therapeutics for a wide range of unmet medical needs. However, data scientists remain stymied by the fact that data remain hard to find and to productively reuse because data and their metadata i) are wholly inaccessible, ii) are in non-standard or incompatible representations, iii) do not conform to community standards, and iv) have unclear or highly restricted terms and conditions that preclude legitimate reuse. These limitations require a rethink on data can be made machine and AI-ready - the key motivation behind the FAIR Guiding Principles. Concurrently, while recent efforts have explored the use of deep learning to fuse disparate data into predictive models for a wide range of biomedical applications, these models often fail even when the correct answer is already known, and fail to explain individual predictions in terms that data scientists can appreciate. These limitations suggest that new methods to produce practical artificial intelligence are still needed.
In this talk, I will discuss our work in (1) building an integrative knowledge infrastructure to prepare FAIR and "AI-ready" data and services along with (2) neurosymbolic AI methods to improve the quality of predictions and to generate plausible explanations. Attention is given to standards, platforms, and methods to wrangle knowledge into simple, but effective semantic and latent representations, and to make these available into standards-compliant and discoverable interfaces that can be used in model building, validation, and explanation. Our work, and those of others in the field, creates a baseline for building trustworthy and easy to deploy AI models in biomedicine.
Bio
Dr. Michel Dumontier is the Distinguished Professor of Data Science at Maastricht University, founder and executive director of the Institute of Data Science, and co-founder of the FAIR (Findable, Accessible, Interoperable and Reusable) data principles. His research explores socio-technological approaches for responsible discovery science, which includes collaborative multi-modal knowledge graphs, privacy-preserving distributed data mining, and AI methods for drug discovery and personalized medicine. His work is supported through the Dutch National Research Agenda, the Netherlands Organisation for Scientific Research, Horizon Europe, the European Open Science Cloud, the US National Institutes of Health, and a Marie-Curie Innovative Training Network. He is the editor-in-chief for the journal Data Science and is internationally recognized for his contributions in bioinformatics, biomedical informatics, and semantic technologies including ontologies and linked data.
Richard's entangled aventures in wonderlandRichard Gill
Since the loophole-free Bell experiments of 2020 and the Nobel prizes in physics of 2022, critics of Bell's work have retreated to the fortress of super-determinism. Now, super-determinism is a derogatory word - it just means "determinism". Palmer, Hance and Hossenfelder argue that quantum mechanics and determinism are not incompatible, using a sophisticated mathematical construction based on a subtle thinning of allowed states and measurements in quantum mechanics, such that what is left appears to make Bell's argument fail, without altering the empirical predictions of quantum mechanics. I think however that it is a smoke screen, and the slogan "lost in math" comes to my mind. I will discuss some other recent disproofs of Bell's theorem using the language of causality based on causal graphs. Causal thinking is also central to law and justice. I will mention surprising connections to my work on serial killer nurse cases, in particular the Dutch case of Lucia de Berk and the current UK case of Lucy Letby.
(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...Scintica Instrumentation
Intravital microscopy (IVM) is a powerful tool utilized to study cellular behavior over time and space in vivo. Much of our understanding of cell biology has been accomplished using various in vitro and ex vivo methods; however, these studies do not necessarily reflect the natural dynamics of biological processes. Unlike traditional cell culture or fixed tissue imaging, IVM allows for the ultra-fast high-resolution imaging of cellular processes over time and space and were studied in its natural environment. Real-time visualization of biological processes in the context of an intact organism helps maintain physiological relevance and provide insights into the progression of disease, response to treatments or developmental processes.
In this webinar we give an overview of advanced applications of the IVM system in preclinical research. IVIM technology is a provider of all-in-one intravital microscopy systems and solutions optimized for in vivo imaging of live animal models at sub-micron resolution. The system’s unique features and user-friendly software enables researchers to probe fast dynamic biological processes such as immune cell tracking, cell-cell interaction as well as vascularization and tumor metastasis with exceptional detail. This webinar will also give an overview of IVM being utilized in drug development, offering a view into the intricate interaction between drugs/nanoparticles and tissues in vivo and allows for the evaluation of therapeutic intervention in a variety of tissues and organs. This interdisciplinary collaboration continues to drive the advancements of novel therapeutic strategies.
10. Publikationstätigkeit
(vollständige Publikationsliste, darunter Originalarbeiten als Erstautor/in,
Seniorautor/in, Impact-Punkte insgesamt und in den letzten 5 Jahren,
darunter jeweils gesondert ausgewiesen als Erst- und Seniorautor/in,
persönlicher Scientific Citations Index (SCI, h-Index nach Web of
Science) über alle Arbeiten)
Publications:
Complete list of publications, including original research papers as first
author, senior author, impact points total and in the last 5 years, with
marked first and last-authorships, personal Scientific Citations Index
(SCI, h-Index according to Web of Science) for all publications.
18. • Rockefeller University Press bought their data from Thomson Reuters
• Up to 19% deviation from published records
• Second dataset still not correct
Rossner M, van Epps H, Hill E (2007): Show me the data. The Journal of Cell
Biology, Vol. 179, No. 6, 1091-1092 http://jcb.rupress.org/cgi/content/full/179/6/1091
19. • Left-skewed distributions
• Weak correlation of individual
article citation rate with journal IF
Seglen PO (1997): Why the impact factor of journals should not be used for evaluating research. BMJ 1997;314(7079):497http://www.bmj.com/cgi/content/full/314/7079/497
22. Macleod MR, et al. (2015) Risk of Bias in Reports of In Vivo Research: A Focus for Improvement. doi:10.1371/journal.pbio.1002273
23. Brembs, B., Button, K., & Munafò, M. (2013). Deep impact: unintended consequences of journal rank. Frontiers in Human Neuroscience, 7. doi:10.3389/fnhum.2013.00291
24. Munafò, M., Stothart, G., & Flint, J. (2009). Bias in genetic association studies and impact factor Molecular Psychiatry, 14 (2), 119-120 DOI: 10.1038/mp.2008.77
25. Brown, E. N., & Ramaswamy, S. (2007).
Quality of protein crystal structures. Acta
Crystallographica Section D Biological
Crystallography, 63(9), 941–950.
doi:10.1107/S0907444907033847
43. • Limited access
• Link-rot
• No scientific impact analysis
• Lousy peer-review
• No global search
• No functional hyperlinks
• Useless data visualization
• No submission standards
• (Almost) no statistics
• No content-mining
• No effective way to sort,
filter and discover
• No semantic enrichment
• No networking feature
• etc.
…it’s like the
web in 1995!
45. Report on Integration of Data and Publications, ODE Report 2011
http://www.alliancepermanentaccess.org/wp-content/plugins/download-monitor/download.php?id=ODE+Report+on+Integration+of+Data+and+Publications
49. Costs[thousandUS$/article]
Legacy Modern
(Sources: Van Noorden, R. (2013). Open access: The true cost of science publishing. Nature 495, 426–9; Packer, A. L. (2010). The SciELO Open
Access: A Gold Way from the South. Can. J. High. Educ. 39, 111–126)
(SciELO
Ubiquity
Scholastica
ScienceOpen
PeerJ
F1000Research
Frontiers
etc.)
70. The Department of Psychology embraces the values of open science
and strives for replicable and reproducible research. For this goal we
support transparent research with open data, open material, and
pre-registrations. Candidates are asked to describe in what way they
already pursued and plan to pursue these goals.
Complete list of publications, including original research papers as first
author, senior author, impact points total and in the last 5 years, with
marked first and last-authorships, personal Scientific Citations Index
(SCI, h-Index according to Web of Science) for all publications.
versus
71.
72.
73. “The decision, based on market and competitor analysis, will bring Emerald’s
APC pricing in line with the wider market, taking a mid-point position amongst its
competitors.”
Emerald spokesperson
74. Save time and money (and make science
open by default as an added benefit)
75.
76. (Sources: Van Noorden, R. (2013). Open access: The true cost of science publishing. doi:10.1038/495426a, Packer, A. L. (2010). The SciELO Open
Access: A Gold Way from the South. Can. J. High. Educ. 39, 111–126)
Potentialforinnovation:9.8bp.a.
Costs[thousandUS$/article]
Legacy SciELO