This document summarizes a presentation given by Peter Murray-Rust on open science. Some key points from the presentation include:
- Open science and open data are essential for young researchers and students to have the freedom to conduct research and change the world.
- Content mining scientific literature is important but publishers are attempting to control open data and restrict access, which hampers research progress.
- Past student movements have fought for openness and freedom in research, and new approaches may be needed now to change laws and policies to allow content mining while making all research outputs openly available.
Open Data and Open Science presented in Rio for Open Science 2014-08-22. I argue that Open Notebook Science is the way forward and will lead to great benefits
Copyright is one of the greatest barrier to Open Data. This presentation for insidegovernment UK shows the struggle between those who want to reform copyright and those opposed to reform
An overview of ContentMining for JISC (the infrastructure provider of UK academia). Examples, details leading to hands-on exercise (http://contentmine.org/workflow
Keynote talk to LEARN (LERU/H2020 project) for research data management. Emphasizes that problems are cultural not technical. Promotes modern approaches such as Git / continuousIntegration, announces DAT. Asserts that the Right to Read in the Right to Mine. Calls for widespread development of contentmining (TDM)
Scientific information is often hidden or not published properly. The ContentMine is a Social Machine consisting of semantic software and communities of domain expertise; it aims to liberate all scientific facts from the published literature on a daily basis.
The talk , delivered to the Computational Institute, will be /was followed by a hands-on workshop learning how to use the technology and work as a community.
Open Data and Open Science presented in Rio for Open Science 2014-08-22. I argue that Open Notebook Science is the way forward and will lead to great benefits
Copyright is one of the greatest barrier to Open Data. This presentation for insidegovernment UK shows the struggle between those who want to reform copyright and those opposed to reform
An overview of ContentMining for JISC (the infrastructure provider of UK academia). Examples, details leading to hands-on exercise (http://contentmine.org/workflow
Keynote talk to LEARN (LERU/H2020 project) for research data management. Emphasizes that problems are cultural not technical. Promotes modern approaches such as Git / continuousIntegration, announces DAT. Asserts that the Right to Read in the Right to Mine. Calls for widespread development of contentmining (TDM)
Scientific information is often hidden or not published properly. The ContentMine is a Social Machine consisting of semantic software and communities of domain expertise; it aims to liberate all scientific facts from the published literature on a daily basis.
The talk , delivered to the Computational Institute, will be /was followed by a hands-on workshop learning how to use the technology and work as a community.
contentmine.org (funded by Shuttleworth Foundation) has developed tools and workshops to allow anyone to mine scientific content. This 10-minute presentation at Wellcome Trust encourages you to become involved - no previous knowledge required.
Paradise Lost and The Right to Read is the Right to Minepetermurrayrust
Presented to UIUC CIRSS seminars to a mixed group of Library, CS, domain scientists with a great contingent of Early Career Researchers. Starts by honouring the creation of the wonderful NCSA Mosaic at UIUC in 1993 and the paradise of knowledge and community it opened. Then shows the gradual and tragic decline of the web into a megacorporate neocolonialist empire, where knowledge is sacrificed for money and power.
You have seen many of the slides before but the words are different and have been recorded.
Published on Jan 29, 2016 by PMR
Keynote talk to LEARN (LERU/H2020 project) for research data management. Emphasizes that problems are cultural not technical. Promotes modern approaches such as Git / continuous Integration, announces DAT. Asserts that the Right to Read in the Right to Mine. Calls for widespread development of content mining (TDM)
What is Open Science / Open Research?; Initiative of the European Union (EU); Elements of Open Science: open research process / cycle; open access (open repositories); open data; open source software; open notebook / lab book; open workflows; open reputation systems; citizen science; relationship between open research and e-research; open science in Africa and South Africa
A presentation by Open Climate Knowledge for European Forum for Advanced Practices. Showing how the scientific literature can be searched for knowledge on this multidisciplinary topic.
ContentMining (aka Text and Data Mining TDM) is beneficial, legal in the UK and a few other countries. Many groups in Europe are looking to make it legal there as well but there are many vested interests who oppose it.
This short presentation shows the benefits of content mining, some of the technology, and the way that it can be used and promotedby communities of practice. I urge all attendees at CopyCamp and also the wider world to press for liberalization of Copyright
The Publisher -Academic complex is a dystopian cycle where academia gives (mega)publishers manuscripts, reviews and money and the publishers give personal and institutional glory(vanity). This is analysed in its origins, impact and harm. The disruption can come from Advocacy/Activism, Community and Tools. Disruption comes from doing things Better or Novel, not Prices
AUDIO : https://soundcloud.com/damahub/peter-murray-rust-disturbing-the-publisher-academic-complex-210418-british-library
Thanks to DaMaHub
This has now been edited by Ewan McAndrew (Edinburgh Wikimedian in Residence) many thanks - to synchronize the slides with the soundtrack. https://media.ed.ac.uk/media/1_46h85ltt Brilliant
From Theory to Practice: Can Opennesss Improve the Quality of OER Research? Beck Pitt
This presentation was co-authored with fellow OER Research Hub researchers Bea de los Arcos and Rob Farrow. It was presented at CALRG14 at IET, The Open University (UK) on 10 June 2014.
An updated and revised version of these slides will be presented at OpenEd14 in Washington DC in November 2014.
Automatic Extraction of Science and Medicine from the scholarly literatureTheContentMine
Published on Jun 04, 2015 by PMR
Many scientists have to extract many facts out the scholarly literature - to evaluate other work or to extract useful collections of facts. This shows the approach, especially for systematic reviews of animal or clinical trials
Liberating facts from the scientific literature - Jisc Digifest 2016 TheContentMine
Published on Mar 4, 2016 by PMR
Text and data mining (TDM) techniques can be applied to a wide range of materials, from published research papers, books and theses, to cultural heritage materials, digitised collections, administrative and management reports and documentation, etc. Use cases include academic research, resource discovery and business intelligence.
This workshop will show the value and benefits of TDM techniques and demonstrate how ContentMine aims to liberate 100,000,000 facts from the scientific literature, and ContentMine will provide a hands on demo on a topical and accessible scientific/medical subject.
Presentation given at NUI, Galway 2019-04-11 for Open Science Week.
An overview of Early Career Researchers, their innovation and contribution towards Open Infrastructure
Followup meeting in London to OpenCon2014, on the need for different models of scholarly communication. I explore the history of 20thC academic student-based revolutions, with special relevance to young people and the scope for action today.
contentmine.org (funded by Shuttleworth Foundation) has developed tools and workshops to allow anyone to mine scientific content. This 10-minute presentation at Wellcome Trust encourages you to become involved - no previous knowledge required.
Paradise Lost and The Right to Read is the Right to Minepetermurrayrust
Presented to UIUC CIRSS seminars to a mixed group of Library, CS, domain scientists with a great contingent of Early Career Researchers. Starts by honouring the creation of the wonderful NCSA Mosaic at UIUC in 1993 and the paradise of knowledge and community it opened. Then shows the gradual and tragic decline of the web into a megacorporate neocolonialist empire, where knowledge is sacrificed for money and power.
You have seen many of the slides before but the words are different and have been recorded.
Published on Jan 29, 2016 by PMR
Keynote talk to LEARN (LERU/H2020 project) for research data management. Emphasizes that problems are cultural not technical. Promotes modern approaches such as Git / continuous Integration, announces DAT. Asserts that the Right to Read in the Right to Mine. Calls for widespread development of content mining (TDM)
What is Open Science / Open Research?; Initiative of the European Union (EU); Elements of Open Science: open research process / cycle; open access (open repositories); open data; open source software; open notebook / lab book; open workflows; open reputation systems; citizen science; relationship between open research and e-research; open science in Africa and South Africa
A presentation by Open Climate Knowledge for European Forum for Advanced Practices. Showing how the scientific literature can be searched for knowledge on this multidisciplinary topic.
ContentMining (aka Text and Data Mining TDM) is beneficial, legal in the UK and a few other countries. Many groups in Europe are looking to make it legal there as well but there are many vested interests who oppose it.
This short presentation shows the benefits of content mining, some of the technology, and the way that it can be used and promotedby communities of practice. I urge all attendees at CopyCamp and also the wider world to press for liberalization of Copyright
The Publisher -Academic complex is a dystopian cycle where academia gives (mega)publishers manuscripts, reviews and money and the publishers give personal and institutional glory(vanity). This is analysed in its origins, impact and harm. The disruption can come from Advocacy/Activism, Community and Tools. Disruption comes from doing things Better or Novel, not Prices
AUDIO : https://soundcloud.com/damahub/peter-murray-rust-disturbing-the-publisher-academic-complex-210418-british-library
Thanks to DaMaHub
This has now been edited by Ewan McAndrew (Edinburgh Wikimedian in Residence) many thanks - to synchronize the slides with the soundtrack. https://media.ed.ac.uk/media/1_46h85ltt Brilliant
From Theory to Practice: Can Opennesss Improve the Quality of OER Research? Beck Pitt
This presentation was co-authored with fellow OER Research Hub researchers Bea de los Arcos and Rob Farrow. It was presented at CALRG14 at IET, The Open University (UK) on 10 June 2014.
An updated and revised version of these slides will be presented at OpenEd14 in Washington DC in November 2014.
Automatic Extraction of Science and Medicine from the scholarly literatureTheContentMine
Published on Jun 04, 2015 by PMR
Many scientists have to extract many facts out the scholarly literature - to evaluate other work or to extract useful collections of facts. This shows the approach, especially for systematic reviews of animal or clinical trials
Liberating facts from the scientific literature - Jisc Digifest 2016 TheContentMine
Published on Mar 4, 2016 by PMR
Text and data mining (TDM) techniques can be applied to a wide range of materials, from published research papers, books and theses, to cultural heritage materials, digitised collections, administrative and management reports and documentation, etc. Use cases include academic research, resource discovery and business intelligence.
This workshop will show the value and benefits of TDM techniques and demonstrate how ContentMine aims to liberate 100,000,000 facts from the scientific literature, and ContentMine will provide a hands on demo on a topical and accessible scientific/medical subject.
Presentation given at NUI, Galway 2019-04-11 for Open Science Week.
An overview of Early Career Researchers, their innovation and contribution towards Open Infrastructure
Followup meeting in London to OpenCon2014, on the need for different models of scholarly communication. I explore the history of 20thC academic student-based revolutions, with special relevance to young people and the scope for action today.
The Culture of Research Data, by Peter Murray-RustLEARN Project
1st LEARN Workshop. Embedding Research Data as part of the research cycle. 29 Jan 2016. Presentation by Peter Murray-Rust, ContentMine.org and University of Cambridge
Early Career Reseachers in Science. Start Early, Be Open , Be Bravepetermurrayrust
Highlights the importance of supporting Early Career Researchers to pursue their own ideas, possibly alongside their main research. Illustrated with biology but applies to all fields of science. This was a 14 min presentation and shows narratives of how ECRs develop and reinforce each other.
Published on Nov 26, 2014 by PMR
Followup meeting in London to OpenCon2014, on the need for different models of scholarly communication. I explore the history of 20thC academic student-based revolutions, with special relevance to young people and the scope for action today.
Publishing your research: Open Access (introduction & overview)Jamie Bisset
Open Access: what is it and what do I need to do? (November 2013) slides. Delivered as part of the Durham University Researcher Development Programme. Further Training available at https://www.dur.ac.uk/library/research/training/
Amanuens.is HUmans and machines annotating scholarly literaturepetermurrayrust
about 10,000 scholarly articles ("papers") are published each day. Amanuens.is is a symbiont of ContentMine and Hypothes.is (both Shuttleworth projects/Fellows) which annotates theses using an array of controlled vocabularies ("dictionaries"). The results, in semantic form are used to annotate the original material. The talk had live demos and used plant chemistry as the examples
Amanuens.is HUmans and machines annotating scholarly literature TheContentMine
Published on May 19, 2016 by PMR
about 10,000 scholarly articles ("papers") are published each day. Amanuens.is is a symbiont of ContentMine and Hypothes.is (both Shuttleworth projects/Fellows) which annotates theses using an array of controlled vocabularies ("dictionaries"). The results, in semantic form are used to annotate the original material. The talk had live demos and used plant chemistry as the examples
ContentMining for France and Europe; Lessons from 2 years in UKpetermurrayrust
I have spend 2 years carrying out Content Mining (aka Text and Data Mining) in the UK under the 2014 "Hargreaves" exception. This talk was given in Paris, to ADBU , after France had passed the law of the numeric Republique. I illustrate what worked in what did not and why and offer ideas to France and Europe
The ContentMine system (Open Source) can search EuropePMC and download hundreds of articles in seconds. These can be indexed by AMI dictionaries allowing a rapid evaluations and refinement of the search
Automatic Extraction of Science and Medicine from the scholarly literaturepetermurrayrust
Many scientists have to extract many facts out the scholarly literature - to evaluate other work or to extract useful collections of facts. This shows the approach, especially for systematic reviews of animal or clinical trials
Digital Scholarship: Enlightenment or Devastated Landscape? TheContentMine
Published on Dec 17, 2015 by PMR
Every year 500 Billion USD of public funding is spent on research, but much of this lies hidden in papers that are never read. I describe how machines can help us to read the literature. However there is massive opposition from publishers who are trying to prevent open scholarship and who build walled gardens that they control
Every year 500 Billion USD of public funding is spent on research, but much of this lies hidden in papers that are never read. I describe how machines can help us to read the literature. However there is massive opposition from publishers who are trying to prevent open scholarship and who build walled gardens that they control
Published on Jul 10, 2015 by PMR
Scholarly Publishing wastes huge amounts of valuable science. This presentation to the Public Library of Science suggests how we can work together to put this right
Scholarly Publishing wastes huge amounts of valuable science. This presentation to the Public Library of Science suggests how we can work together to put this right
Open Access for Early Career ResearchersRoss Mounce
My talk for the University of Bath Open Access Week session; 23rd October 2013.
http://www.bath.ac.uk/learningandteaching/rdu/courses/pgskills/modules/RP00335.htm
Similar to Principles and practice of Open Science (20)
Can machines understand the scientific literature?petermurrayrust
A presentation to Cambridge MPhil Computational Biology. 2020-11-11 . Presenters Peter Murray-Rust, Shweata Hegde and Ambreen Hamadani from https://github.com/petermr/openvirus .
This chunk is PMR with a large break in the middle for SH and AH talks.
I cover Global Challenges, knowledge equity, semantics of scientific articles, Wikidata, Data Extraction from images, and ethics/politics.
Answer: Yes, technically. No, politically as the Publisher-Academic Complex will block it.
Semantic content created from Open Access papers to help in the fight against viral epidemics. Includes contributions from NIPGR interns, 5 supported by Indian National Young Academy of Scientists.
Overview of openVirus project. Interns in India have worked for 2 months to extract scientific knowledge from the literature about viral epidemics. Covers data science, machine learning and virtual collaboration
Automatic mining of data from materials science literaturepetermurrayrust
The literature on materials science (batteries, etc.) contains huge amounts of scientific facts, but not in easily accessible form. our AMI program has been developed to automatically:
scrape , clean, annotate and display/publish
data for re-use in science.
Examples will be given from electrochemistry, magnetism and other fields . The general principles and (open) tech are applicable to many other disciplines.
XML for science; its huge potential; but are pubiishers preventing it?petermurrayrust
XML can represent almost all well derfined scientific objects. chemistry, plants medcine. But it's not yet widely used. Is this because publishers oppose thr re-use of science?
The scientific and medical literature is a vast resource of knowledge, but it needs turning into semantic FAIR form. The ContentMine can do this and we presented a rapid overview of the potential
A 10-minute talk to lovers of early science (e.g. 1600-1900) at the Royal Society. Archivists , computer vision, scientific historical metadata all relevant.
I chose 4 examples of monochrome diagrams that I can extract something from automatically. Some of the methids would scale to larger volumes , e.g. tables for figures, or maps with points
WikiFactMine: Ontology for Everybody and Everythingpetermurrayrust
WikiFactMine https://www.wikidata.org/wiki/Wikidata:WikiFactMine consists of several hundreds dictionaries created from Wikidata. They cover everything from science to medicine to geo to arts. Every item has a unique identifier (Q) and normally has several properties (P) creating a series of triples. Using SPARQL it's possible to create sophiticated queries and run them in seconds
The scientific scholarly literature now contains many millions of articles. The contain semi-structured information of high quality and veracity. We show how this resource can be converted to a universal Wikicite format and full-text indexed against Wikidata dictionaries. We now have > 5 million bibliographic records and over 200 dictionaries based in Wikidata properties and queriable by SPARQL.
The mining "Revolution"; are Libraries supporting Researchers or Publishers"?petermurrayrust
increasingly we find that mega-corporations have taken control over scholarship. We could use the scholarly literature as a knowledge resource but megacorps try to stop this - and often libraries support them rather than researchers.
WikiFactMine uses dictionaries created directly from Wikidata to search the scientific literature. The example given is for papers which contain mention of conifers and terpenes (volatile plant organic compounds). Traditional queries and content are expanded by the system to be much broader and more precise than traditional keyword searchers of abstract
Can machines understand the scientific literaturepetermurrayrust
With over 5000 scientific articles per day we need machines to help us understand the content. This material is to be used at an interactive session for the Science Society at Trinity College Cambridge UK
Asking the scientific literature to tell us about metabolismpetermurrayrust
Talk at Lhasa (https://www.lhasalimited.org/) a leading organization for "in silico prediction and database systems for use in metabolism, toxicology and related sciences". ContentMine software can extract data from papers on compound metabolism in reusable semantic form, including metabolic pathways, pharmacokinetic data.
Asking the scientific literature to tell us about metabolismpetermurrayrust
Talk to Lhasa Ltd (a world leader in predicting drug metabolism and toxicity. Uses the scientific literature to answer questions on metabolism, chemical transformation. Almost all of the data in a paper can be queried.
This presentation explores a brief idea about the structural and functional attributes of nucleotides, the structure and function of genetic materials along with the impact of UV rays and pH upon them.
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...University of Maribor
Slides from talk:
Aleš Zamuda: Remote Sensing and Computational, Evolutionary, Supercomputing, and Intelligent Systems.
11th International Conference on Electrical, Electronics and Computer Engineering (IcETRAN), Niš, 3-6 June 2024
Inter-Society Networking Panel GRSS/MTT-S/CIS Panel Session: Promoting Connection and Cooperation
https://www.etran.rs/2024/en/home-english/
ESR spectroscopy in liquid food and beverages.pptxPRIYANKA PATEL
With increasing population, people need to rely on packaged food stuffs. Packaging of food materials requires the preservation of food. There are various methods for the treatment of food to preserve them and irradiation treatment of food is one of them. It is the most common and the most harmless method for the food preservation as it does not alter the necessary micronutrients of food materials. Although irradiated food doesn’t cause any harm to the human health but still the quality assessment of food is required to provide consumers with necessary information about the food. ESR spectroscopy is the most sophisticated way to investigate the quality of the food and the free radicals induced during the processing of the food. ESR spin trapping technique is useful for the detection of highly unstable radicals in the food. The antioxidant capability of liquid food and beverages in mainly performed by spin trapping technique.
ISI 2024: Application Form (Extended), Exam Date (Out), EligibilitySciAstra
The Indian Statistical Institute (ISI) has extended its application deadline for 2024 admissions to April 2. Known for its excellence in statistics and related fields, ISI offers a range of programs from Bachelor's to Junior Research Fellowships. The admission test is scheduled for May 12, 2024. Eligibility varies by program, generally requiring a background in Mathematics and English for undergraduate courses and specific degrees for postgraduate and research positions. Application fees are ₹1500 for male general category applicants and ₹1000 for females. Applications are open to Indian and OCI candidates.
Earliest Galaxies in the JADES Origins Field: Luminosity Function and Cosmic ...Sérgio Sacani
We characterize the earliest galaxy population in the JADES Origins Field (JOF), the deepest
imaging field observed with JWST. We make use of the ancillary Hubble optical images (5 filters
spanning 0.4−0.9µm) and novel JWST images with 14 filters spanning 0.8−5µm, including 7 mediumband filters, and reaching total exposure times of up to 46 hours per filter. We combine all our data
at > 2.3µm to construct an ultradeep image, reaching as deep as ≈ 31.4 AB mag in the stack and
30.3-31.0 AB mag (5σ, r = 0.1” circular aperture) in individual filters. We measure photometric
redshifts and use robust selection criteria to identify a sample of eight galaxy candidates at redshifts
z = 11.5 − 15. These objects show compact half-light radii of R1/2 ∼ 50 − 200pc, stellar masses of
M⋆ ∼ 107−108M⊙, and star-formation rates of SFR ∼ 0.1−1 M⊙ yr−1
. Our search finds no candidates
at 15 < z < 20, placing upper limits at these redshifts. We develop a forward modeling approach to
infer the properties of the evolving luminosity function without binning in redshift or luminosity that
marginalizes over the photometric redshift uncertainty of our candidate galaxies and incorporates the
impact of non-detections. We find a z = 12 luminosity function in good agreement with prior results,
and that the luminosity function normalization and UV luminosity density decline by a factor of ∼ 2.5
from z = 12 to z = 14. We discuss the possible implications of our results in the context of theoretical
models for evolution of the dark matter halo mass function.
Nutraceutical market, scope and growth: Herbal drug technologyLokesh Patil
As consumer awareness of health and wellness rises, the nutraceutical market—which includes goods like functional meals, drinks, and dietary supplements that provide health advantages beyond basic nutrition—is growing significantly. As healthcare expenses rise, the population ages, and people want natural and preventative health solutions more and more, this industry is increasing quickly. Further driving market expansion are product formulation innovations and the use of cutting-edge technology for customized nutrition. With its worldwide reach, the nutraceutical industry is expected to keep growing and provide significant chances for research and investment in a number of categories, including vitamins, minerals, probiotics, and herbal supplements.
What is greenhouse gasses and how many gasses are there to affect the Earth.moosaasad1975
What are greenhouse gasses how they affect the earth and its environment what is the future of the environment and earth how the weather and the climate effects.
Toxic effects of heavy metals : Lead and Arsenicsanjana502982
Heavy metals are naturally occuring metallic chemical elements that have relatively high density, and are toxic at even low concentrations. All toxic metals are termed as heavy metals irrespective of their atomic mass and density, eg. arsenic, lead, mercury, cadmium, thallium, chromium, etc.
hematic appreciation test is a psychological assessment tool used to measure an individual's appreciation and understanding of specific themes or topics. This test helps to evaluate an individual's ability to connect different ideas and concepts within a given theme, as well as their overall comprehension and interpretation skills. The results of the test can provide valuable insights into an individual's cognitive abilities, creativity, and critical thinking skills
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...Sérgio Sacani
Since volcanic activity was first discovered on Io from Voyager images in 1979, changes
on Io’s surface have been monitored from both spacecraft and ground-based telescopes.
Here, we present the highest spatial resolution images of Io ever obtained from a groundbased telescope. These images, acquired by the SHARK-VIS instrument on the Large
Binocular Telescope, show evidence of a major resurfacing event on Io’s trailing hemisphere. When compared to the most recent spacecraft images, the SHARK-VIS images
show that a plume deposit from a powerful eruption at Pillan Patera has covered part
of the long-lived Pele plume deposit. Although this type of resurfacing event may be common on Io, few have been detected due to the rarity of spacecraft visits and the previously low spatial resolution available from Earth-based telescopes. The SHARK-VIS instrument ushers in a new era of high resolution imaging of Io’s surface using adaptive
optics at visible wavelengths.
Salas, V. (2024) "John of St. Thomas (Poinsot) on the Science of Sacred Theol...Studia Poinsotiana
I Introduction
II Subalternation and Theology
III Theology and Dogmatic Declarations
IV The Mixed Principles of Theology
V Virtual Revelation: The Unity of Theology
VI Theology as a Natural Science
VII Theology’s Certitude
VIII Conclusion
Notes
Bibliography
All the contents are fully attributable to the author, Doctor Victor Salas. Should you wish to get this text republished, get in touch with the author or the editorial committee of the Studia Poinsotiana. Insofar as possible, we will be happy to broker your contact.
Professional air quality monitoring systems provide immediate, on-site data for analysis, compliance, and decision-making.
Monitor common gases, weather parameters, particulates.
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...Ana Luísa Pinho
Functional Magnetic Resonance Imaging (fMRI) provides means to characterize brain activations in response to behavior. However, cognitive neuroscience has been limited to group-level effects referring to the performance of specific tasks. To obtain the functional profile of elementary cognitive mechanisms, the combination of brain responses to many tasks is required. Yet, to date, both structural atlases and parcellation-based activations do not fully account for cognitive function and still present several limitations. Further, they do not adapt overall to individual characteristics. In this talk, I will give an account of deep-behavioral phenotyping strategies, namely data-driven methods in large task-fMRI datasets, to optimize functional brain-data collection and improve inference of effects-of-interest related to mental processes. Key to this approach is the employment of fast multi-functional paradigms rich on features that can be well parametrized and, consequently, facilitate the creation of psycho-physiological constructs to be modelled with imaging data. Particular emphasis will be given to music stimuli when studying high-order cognitive mechanisms, due to their ecological nature and quality to enable complex behavior compounded by discrete entities. I will also discuss how deep-behavioral phenotyping and individualized models applied to neuroimaging data can better account for the subject-specific organization of domain-general cognitive systems in the human brain. Finally, the accumulation of functional brain signatures brings the possibility to clarify relationships among tasks and create a univocal link between brain systems and mental functions through: (1) the development of ontologies proposing an organization of cognitive processes; and (2) brain-network taxonomies describing functional specialization. To this end, tools to improve commensurability in cognitive science are necessary, such as public repositories, ontology-based platforms and automated meta-analysis tools. I will thus discuss some brain-atlasing resources currently under development, and their applicability in cognitive as well as clinical neuroscience.
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Principles and practice of Open Science
1. Open Science
Peter Murray-Rust,
ContentMine.org, and University of Cambridge
Opencon2015, Bologna, IT 2015-11-18
What is “Open”?
Why is it essential?
Open Data
Content Mining – a battle we must win
Young researchers are the present (Mike Eisen)
2. The Right to Read is the Right to Mine**PeterMurray-Rust, 2011
http://contentmine.org
4. Messages
• The system is completely broken
• We are at war with major publishers
• Students have the power to change the world
• Universities need help from students
• Open is a state of mind
• The opposite of Open is broken [1]
• Friction destroys Open
• Don’t buy it, build it …
• … TOGETHER
[1] (John Wilbanks)
5. @Senficon (Julia Reda) :Text & Data mining in times of
#copyright maximalism:
"Elsevier stopped me doing my research"
http://onsnetwork.org/chartgerink/2015/11/16/elsevi
er-stopped-me-doing-my-research/ … #opencon #TDM
Breaking news:
Elsevier stopped me doing my research
Chris Hartgerink
6. I am a statistician interested in detecting potentially problematic research such as data fabrication,
which results in unreliable findings and can harm policy-making, confound funding decisions, and
hampers research progress.
To this end, I am content mining results reported in the psychology literature. Content mining the
literature is a valuable avenue of investigating research questions with innovative methods. For
example, our research group has written an automated program to mine research papers for errors in
the reported results and found that 1/8 papers (of 30,000) contains at least one result that could
directly influence the substantive conclusion [1].
In new research, I am trying to extract test results, figures, tables, and other information reported in
papers throughout the majority of the psychology literature. As such, I need the research papers
published in psychology that I can mine for these data. To this end, I started ‘bulk’ downloading research
papers from, for instance, Sciencedirect. I was doing this for scholarly purposes and took into account
potential server load by limiting the amount of papers I downloaded per minute to 9. I had no intention
to redistribute the downloaded materials, had legal access to them because my university pays a
subscription, and I only wanted to extract facts from these papers.
Full disclosure, I downloaded approximately 30GB of data from Sciencedirect in approximately 10 days.
This boils down to a server load of 0.0021GB/[min], 0.125GB/h, 3GB/day.
Approximately two weeks after I started downloading psychology research papers, Elsevier notified
my university that this was a violation of the access contract, that this could be considered stealing of
content, and that they wanted it to stop. My librarian explicitly instructed me to stop downloading
(which I did immediately), otherwise Elsevier would cut all access to Sciencedirect for my university.
I am now not able to mine a substantial part of the literature, and because of this Elsevier is directly
hampering me in my research.
[1] Nuijten, M. B., Hartgerink, C. H. J., van Assen, M. A. L. M., Epskamp, S., & Wicherts, J. M. (2015). The
prevalence of statistical reporting errors in psychology (1985–2013). Behavior Research Methods, 1–22.
doi: 10.3758/s13428-015-0664-2
Chris Hartgerink’s blog post
8. Open Content Mining of FACTs
Machines can interpret chemical reactions
We have done 500,000 patents. There are >
3,000,000 reactions/year. Added value > 1B Eur.
9. C) What’s the problem with this spectrum?
Org. Lett., 2011, 13 (15), pp 4084–4087
Original thanks to ChemBark
12. catalogue
getpapers
query
Daily
Crawl
EuPMC, arXiv
CORE , HAL,
(UNIV repos)
ToC
services
PDF HTML
DOC ePUB
TeX XML
PNG
EPS CSV
XLSURLs
DOIs
crawl
quickscrape
norma
Normalizer
Structurer
Semantic
Tagger
Text
Data
Figures
ami
UNIV
Repos
search
Lookup
CONTENT
MINING
Chem
Phylo
Trials
Crystal
Plants
COMMUNITY
plugins
Visualization
and Analysis
PloSONE, BMC,
peerJ… Nature, IEEE,
Elsevier…
Publisher Sites
scrapers
queries
taggers
abstract
methods
references
Captioned
Figures
Fig. 1
HTML tables
30, 000 pages/day
Semantic ScholarlyHTML
Facts
CONTENTMINE Complete OPEN Platform for Mining Scientific Literature
13. Stand back! I am about to do
ContentMining!
• Erriquez Daniela, Esame finale: Bologna, Aprile 2014
• Dott.ssa Elena Fiorentini, n. 0000274966, TESI DI DOTTORATO, Bologna
• Qian Gou, Esame finale: Bologna, finale 2014
• Maurizio BARONTINI, UNIVERSITÀ DEGLI STUDI DELLA TUSCIA DI VITERBO
• Terracciano Mario, Esame finale anno 2014
15. Copyright and Mining
• UK (“Hargreaves”) 2014 legislation:
– “personal” “non-commercial*” “research” “data
analytics”
– legitimizes copying (?to disk), but not publishing
• PMR-premise: You cannot do reproducible
scientific mining and avoid violating copyright.
19. http://www.nytimes.com/2015/04/08/opinion/yes-we-were-warned-about-
ebola.html
We were stunned recently when we stumbled across an article by European
researchers in Annals of Virology [1982]: “The results seem to indicate that
Liberia has to be included in the Ebola virus endemic zone.” In the future,
the authors asserted, “medical personnel in Liberian health centers should be
aware of the possibility that they may come across active cases and thus be
prepared to avoid nosocomial epidemics,” referring to hospital-acquired
infection.
Adage in public health: “The road to inaction is paved with research
papers.”
Bernice Dahn (chief medical officer of Liberia’s Ministry of Health)
Vera Mussah (director of county health services)
Cameron Nutt (Ebola response adviser to Partners in Health)
A System Failure of Scholarly Publishing
20. [1] The Military-Industrial-Academic complex (1961)
(Dwight D Eisenhower, US President)
Publishers Academia
Glory+?
$$, MS
review
Taxpayer
Student
Researcher
$$ $$
in-kind
The Publisher-Academic complex[1]
21. [Wikipedia:] On the steps of Sproul Hall [Student] Mario Savio gave a
famous speech
... But we're a bunch of raw materials that don't mean … to end up being
bought by some clients of the University, be they the government, be they
industry, be they organized labor, be they anyone! We're human beings!
... There's a time when the operation of the machine becomes so odious
— makes you so sick at heart — that you can't take part. You can't even
passively take part. And you've got to put your bodies upon the gears and
upon the wheels, upon the levers, upon all the apparatus, and you've got
to make it stop. And you've got to indicate to the people who run it, to the
people who own it, that unless you're free, the machine will be prevented
from working at all. [1]
Univ California,
Berkeley 1964
The Free Speech Movement
22. 1970’s UK,
student occupations and sit-ins
University of Stirling
Used without permission but with thanks and Love
Liverpool , Warwick, Emmanuel Coll Camb., UCL, Glasgow, Middlesex, …
24. ["How We Stopped SOPA”:
This bill ... shut down whole websites. Essentially, it stopped Americans from
communicating entirely with certain groups....
I called all my friends, and we stayed up all night setting up a website for this new group,
Demand Progress, with an online petition opposing this noxious bill.... We [got] ... 300,000
signers.... We met with the staff of members of Congress and pleaded with them.... And then
it passed unanimously....
And then, suddenly, the process stopped. Senator Ron Wyden ... put a hold on the
bill.[48][49]
He added, "We won this fight because everyone made themselves the hero of their own
story. Everyone took it as their job to save this crucial freedom.”
Robert Swartz: "Aaron was killed by the government, and MIT betrayed all of its basic
principles."[116]
Aaron Swartz
25. Rules for Revolutionaries
• Be publicly clear about your public aims.
• Gather whole-hearted allies.
• Choose your moment/s carefully.
• Be prominent – blogs, talks, papers.
• Be bold – and probably brave.
• Write Liberation Software.
• Create slogans, warcries, mantras.
26. Take the fight to publishers. Hold them accountable for the near-
criminal business models they operate on, and the stranglehold they
have had on academia for too long.
Extending this, I need your help. I want to know if we initiate a formal
investigation into the practices of publishers, in terms of the fact that
they operate within an unregulated market and enjoy enormous
profits to commit immoral acts (creating knowledge inequality). …. I
want to know what we can do, and if such an investigation is even
feasible, and whether or not we have a legal case supporting us.
Don’t sacrifice your career.. [PMR] said it best, that for any revolution
blood will be spilled. If you’re making someone angry, you’re probably
doing it right. But when you’re ‘advocating’ for open access, maintain
one simple rule: don’t be a dick…. (and lots more)
Jon Tennant 2014-11-25
http://blogs.egu.eu/palaeoblog/2014/11/25/open-access-wins-all-of-
the-arguments-all-of-the-time/
27. The Right to Read
is
The Right to Roam
The Right to Mine
Kinder Mass Trespass
used without permission but with love and thanks
28. How can we achieve Freedom?
• Change the law to allow ContentMining
– Hard, tedious, but necessary
– Requires evidence, campaigning, making yourselves a
pain in the arse…
• Make all outputs Open
– Requires culture change in researchers
– Tools: Open Notebook Science, Github, Open source,
Social media.
– Needs support from funders, learned societies,
universities
29. Four Freedoms (Richard Stallman)
The freedom to:
0 run the program as you wish, for any purpose
1 study how the program works, and change it
2 to redistribute copies
3 distribute copies of your modified program
Most other “Opens” follow these principles, including CC-BY material.
However “Green Open Access” is incompatible with Freedom2 and 3
30. The Open Definition
“Open means anyone can freely access, use, modify, and share for
any purpose (subject, at most, to requirements that preserve
provenance and openness).”
31. http://www.budapestopenaccessinitiative.org/read
… an unprecedented public good. …
… completely free and unrestricted access to [peer-
reviewed literature] by all scientists, scholars, teachers,
students, and other curious minds. …
…Removing access barriers to this literature will
accelerate research, enrich education, share the
learning of the rich with the poor and the poor with
the rich, make this literature as useful as it can be, and
lay the foundation for uniting humanity in a common
intellectual conversation and quest for knowledge.
(Budapest Open Access Initiative, 2003)
32. Panton Principles for Open Data in
science(2010)
• PUBLISH YOUR DATA OPENLY
• …make an explicit and robust statement of your wishes.
• Use a recognized waiver or license that is appropriate for
data.
• open as defined by the Open Knowledge/Data Definition
(… NOT non-commercial)
• Explicit dedication of data … into the public domain via
PDDL or CCZero
Peter Murray-Rust, Cameron Neylon, Rufus Pollock, John
Wilbanks
34. Bjorn Brembs enhanced by OpenData
http://bjoern.brembs.net/2015/11/dont-be-afraid-of-open-data/
This is a response to Dorothy Bishop’s post “Who’s afraid of open data?“.
After we had published a paper on how Drosophila strains that are referred to by the same name in the literature
(Canton S), but came from different laboratories behaved completely different in a particular behavioral experiment,
Casey Bergman from Manchester contacted me, asking if we shouldn’t sequence the genomes of these five fly strains
to find out how they differ. So I went and behaviorally tested each of the strains again, extracted the DNA from the 100
individuals I had just tested and sent the material to him. I also published the behavioral data immediately on our
GitHub project page.
Casey then sequenced the strains and made the sequences available, as well. A few weeks later, both Casey and I
were contacted by Nelson Lau at Brandeis, showing us his bioinformatics analyses of our genome data. Importantly,
his analyses wasn’t even close to what we had planned. On the contrary, he had looked at something I (not being a
bioinformatician) would have considered orthogonal (Casey may disagree). So there we had a large chunk of work we
would have never done on the data we hadn’t even started analyzing, yet. I was so thrilled! I learned so much from
Nelson’s work, this was fantastic! Nelson even asked us to be co-author, to which I quickly protested and suggested, if
anything, I might be mentioned in the acknowledgments for “technical assistance” – after all, I had only extracted the
DNA.
However, after some back-and-forth, he persuaded me with the argument that he
wanted to have us as co-authors to set an example. He wanted to show everyone that
sharing data is something that can bring you direct rewards in publications. He
wanted us to be co-authors as a reward for posting our data and as incentive for
others to let go of their fears and also post their data online.
35. Arguments for Open
• Open Science:
– is Better Science
– can reach and involve everyone
– Open Science moves more quickly
– Open Science challenges injustice
– helps the world
It also happens to:
– Promote the careers of scientists
– Save money
36. Jean-Claude Bradley
Jean-Claude Bradley was one of the
most influential open scientists of our
time. He was an innovator in all that
he did, from Open Education to
bleeding edge Open Science; in 2006,
he coined the phrase Open Notebook
Science. His loss is felt deeply by
friends and colleagues around the
world.
On Monday July 14, 2014 we shall
gather at Cambridge University to
honour his memory and the legacy he
leaves behind with a highly
distinguished set of invited speakers to
revisit and build upon the ideas which
inspired and defined his life’s work.
Wikipedia CC BY-SA
37. Traditional Research and Publication
“Lab” work paper/th
esis
Write
rewrite
Re-experiment
publish
???
Validation??
DATA
output “belongs”
to publisher
process “belongs”
to publisher
Walls of
academia
52. Young people
Jenny Molloy
Ross Mounce
Sam Moore Peter Kraker Rosie GraySophie Kay
Sophie: 3rd yr Grad students train 1st year students
PANTON ARMS
Panton Fellows
54. Rotation-Based Learning (RBL)
Phase 1: Initiator
• No communication
permitted between groups
• Attempt to reproduce
existing literature
• Deliver a coherent research
story by the end of Phase 1
Phase 2: Successor
• Communication between
groups still prohibited
• Validate and develop the
inherited research story
• Critique your predecessors
• Role of research producer vs. research user
• Can this approach help to foster awareness of reproducibility issues?
Throughout Phases 1 & 2:
• Daily lectures on open
science culture & techniques
• First-hand application to own
research work
• Version control using GitHub
• Daily group supervision
55. “Do you think you would be
more confident in the future
about trying to apply Open
techniques to your work..?”
• 50% Yes, by myself
• 41% Yes, with help/guidance
• 9% No opinion/neutral
• 0% No
56. Some Children
of the Digital Enlightenment
• David Carroll & Joe McArthur: OAButton
• Rayna Stamboliyska & Pierre-Carl Langlais
• Jon Tennant
• Ross Mounce
• Jenny Molloy
• Erin McKiernan
• Jack Andraka
• Michelle Brook
• Heather Piwowar
• TheContentMine Team
• Rufus Pollock
• Jonathan Gray
• Sophie Kay
Jean-Claude Bradley [1] a chemist
developed Open notebook science;
making the entire primary record of a
research project publicly available
online as it is recorded. (WP)
J-C promoted these ideas with
UNDERGRADUATE scientists.
[1] Unfortunately J-C died in 2014;
we held a memorial meeting in
Cambridge
Sophie
Kay
57. More Thoughts
• Don’t negotiate with walled gardens, make
them change or make them obsolete
• Building on top of non-Open is very fragile,
unpredictable and usually bad engineering
58. Protecting innovation
• Many start-ups get acquired and lose their
mission
• “Embrace, extend, exterminate” (Microsoft)
• Consider adding “Open Lock” clauses to
articles of incorporation
Editor's Notes
Hi, I’m here to talk about AMI; a data extraction framework and tool. First, I just want highlight some of key contributors to the projects; Andy for his work on the ChemistryVisitor and Peter for the overall architecture.
In this talk, I’m going to impress the importance of data in a specific format and its utility to automated machine processing. Then I’m going to demonstrate AMI’s architecture and the transformation of data as it flows through the process. I’m going to dwell a little on a core format used, Scalable Vector Graphics (SVG) before introducing the concept of visitors, which are pluggable context specific data extractors. Next, I’m going to introduce Andy’s ChemVisitor, for extracting semantic chemistry data, along with a few other visitors that can process non-chemistry specific data. Finally, I will demonstrate some uses of the ChemVisitor, within the realm of validation and metabolism.