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Protocol Labs, BL, UK,
2018-04-21
Disrupting the Publisher Academic Complex
Peter Murray-Rust1,2
[1]University of Cambridge
[2]TheContentMine
pm286 AT cam DOT ac DOT uk
Let’s build a modern Open knowledgebase
which we, not megacorporations, control
(2x digital music industry!)
ContentMine is an OpenLocked Non-Profit company
Mining millions of Open facts every week
The Right to Read is the Right to Mine
Example of ContentMining
We could mine all chemistry every day …
http://chemicaltagger.ch.cam.ac.uk
… but
#megapub451 [1]
• Universal controlled scholarly infrastructure
• Surveillance culture
• Friendly faces [2], ruthless interior, smart
• Amoral
• Political
• Rich; Inelastic vanity market
• Bigger than recording industry
• NO GOVERNANCE
[1] cf Fahrenheit451 (Ray Bradbury). Firemen burn books; megapub encloses
knowledge
[2] discourse: “help” , “collaborate”, “partner”
Compare:
Monsanto, Volkswagen, TimeWarner, Facebook, Royal Bank Scotland, Exxon,
Pfizer, Telcos, Transport, etc.
Opening Knowledge overcomes
injustice
• Open comes from the heart.
• Closed Access Means People Die.
• Megacorporations are pwning the knowledge
infrastructure/
• The Right to Read is the Right to Mine
• Young people change the world. Give them
the chance.
• ACT: Advocacy , Community, Tools
•Problem
•Advocacy/Activism
•Community
•Tools
Scholarly publishing is “Big Data”
[2] https://en.wikipedia.org/wiki/Mont_Blanc#/media/File:Mont_Blanc_depuis_Valmorel.jpg
• $20 Billion market
• $500 Billion public research => 2.5 million articles /year ,
7000 /day
• Most is not Publicly readable and much is unused
• ContentMining (TDM) can liberate knowledge
• Many mega-publishers fight ContentMining
[1] http://www.crossref.org/01company/crossref_indicators.html
1 year’s scholarly output!
BENEFITS OF CONTENT MINING
Hague Declaration 2015
• Addressing grand challenges such as climate change and global
epidemics
• Improving population health, wealth and development
• Creating new jobs and employment
• Exponentially increasing the speed and progress of science
through new insights and greater efficiency of research
• Increasing transparency of governments and their actions
• Fostering innovation and collaboration and boosting the impact
of open science
• Creating tools for education and research
• Providing new and richer cultural insights
• Speeding economic and social development in all parts of the
globe
ContentMine software can do this in a few minutes
Polly: “there were 10,000 abstracts and due
to time pressures, we split this between 6
researchers. It took about 2-3 days of work
(working only on this) to get through
~1,600 papers each. So, at a minimum this
equates to 12 days of full-time work (and
would normally be done over several weeks
under normal time pressures).”
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
• Chris Hartgerink
Tilburg University (NL)
• Reproducible Science
• Extracting statistical information
• Helping authors check
reported results
• Detecting problematic study
results (e.g., clinical trials)
[1]
[1] STATCHECK from Chris Hartgerink
And now the main problem…
@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
Elsevier stopped me doing my research
Chris Hartgerink
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
http://onsnetwork.org/chartgerink/2016/02/23/wiley-also-stopped-my-doing-my-research/
Wiley also stopped me (Chris Hartgerink) doing my research
In November, I wrote about how Elsevier wanted me to stop downloading scientific articles for my research. Today, Wiley
also ordered me to stop downloading.
As a quick recapitulation: I am a statistician doing research into detecting
potentially problematic research such as data fabrication and
estimating how often it occurs. For this, I need to download many scientific articles, because my research
applies content mining methods that extract facts from them (e.g., test statistics). These facts serve as my data to answer my research
questions. If I cannot download these research articles, I cannot collect the data I need to do my research.
I was downloading psychology research articles from the Wiley library, with a maximum of 5 per minute. I did this using the tool quickscrape,
developed by the ContentMine organization. With this, I have downloaded approximately 18,680 research articles from the Wiley library,
which I was downloading solely for research purposes.
Wiley noticed my downloading and notified my university library that they detected a compromised proxy, which they
had immediately restricted. They called it “illegally downloading copyrighted content
licensed by your institution”. However, at no point was there any investigation into whether my user credentials were
actually compromised (they were not). Whether I had legitimate reasons to download these articles was never discussed.
The original email from Wiley is available here.
As a result of Wiley denying me to download these research articles, I cannot collect data from
another one of the big publishers, alongside Elsevier. Wiley is more strict than Elsevier by immediately condemning the
downloading as illegal, whereas Elsevier offers an (inadequate) API with additional terms of use (while legitimate access
has already been obtained). I am really confused about what the publisher’s stance on content mining is, because Sage
and Springer seemingly allow it; I have downloaded 150,210 research articles from Springer
and 12,971 from Sage and they never complained about it.
STM Publishers prevent Mining
• FUD & disinformation about legality (Elsevier)
• Monopolies on infrastructure (“API”s, CCC
Rightfind)
• Technical obstruction (Wiley Captcha,
Macmillan Readcube)
• Restrictive contracts with libraries (ALL) [1]
• Wasting my/our time (ALL)
[1] [You may not] utilize the TDM Output to enhance … subject repositories
in a way that would [… ] have the potential to substitute and/or replicate
any other existing Elsevier products, services and/or solutions.
Copyright Problems
• By default Copyright forbids everything until proved
otherwise.
• Clear answers are often only available when you defend
yourself in court
• Language is not precise.
– “non-commercial”
– “fair redistribution”
– “public interest research organization”
• Scientific Researchers using mining live in a constant state
of Fear-Uncertainty-Doubt.
• Legal reform is a necessary but not sufficient solution.
Julia Reda MEP
Julia Reda MEP
The current copyright regime is undermining our ability
to produce evidence. It is time that academics in large
numbers … speak up about this issue. Decreasing the very
substantial burdens and transaction costs for research and
education is one of the declared goals of the Commission’s
copyright reform proposal, and the European Parliament has
echoed that sentiment in my report.
Prof Ian Hargreaves:
…make sure that the voices of the digital many
are not drowned out in policy discussions by
the digitally self-interested few.
http://www.create.ac.uk/blog/2015/09/16/epip2015-opening-keynote-response-
transcript/
there’s a serious risk
of Europe digging
itself deeper into a
digital black hole on
copyright,
[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]
Library
Scholarly infrastructure becomes closed
No accountability for monitoring and control
Elsevier Marketing to Medical Students 2017
Elsevier’s Director of Scholarly Communication
•Problem
•Advocacy/Activism
•Community
•Tools
Neocolonialism
• In place of colonialism, as the main instrument of imperialism, we have
today neo-colonialism . . . [which] like colonialism, is an attempt to
export the social conflicts of the capitalist countries. . . .
• The result of neo-colonialism is that foreign capital is used for the
exploitation rather than for the development of the less developed parts
of the world. Investment, under neo-colonialism, increases, rather than
decreases, the gap between the rich and the poor countries of the world.
The struggle against neo-colonialism is not aimed at excluding the capital
of the developed world from operating in less developed countries. It is
aimed at preventing the financial power of the developed countries being
used in such a way as to impoverish the less developed.[5]
• Kwame Nkrumah 1965 Neo-Colonialism, The Last Stage of Imperialism.
Text and Image: Wikimedia Commons
Knowledge Neocolonialism/Capitalism
• The result of [knowledge colonialism] is that [corporate]
capital is used for the exploitation rather than for the
development of the less developed parts of the
[knowledge] world.
• Investment, under [knowledge imperialism], increases,
rather than decreases, the gap between the rich and the
poor [scholars] of the world. The struggle against
[knowledge neocolonialism] […] is aimed at preventing the
financial power of the [megacorporations] being used in
such a way as to impoverish the [scholarly poor]less
developed.[5]
• (adapted by PMR from Kwame Nkrumah)
s/country/scholar/, s/colonial power/megacorporation/
The publishing business is “perverse and needless”, the
Berkeley biologist Michael Eisen wrote in a 2003 article for
the Guardian, declaring that it “should be a public scandal”.
With total global revenues of more than £19bn, it weighs in
somewhere between the recording and the film industries
in size, but it is far more profitable. In 2010, Elsevier’s
scientific publishing arm reported profits of £724m on just
over £2bn in revenue. It was a 36% margin – higher than
Apple, Google, or Amazon posted that year.
Improbable as it might sound, few
people in the last century have
done more to shape the way
science is conducted today than
Maxwell.
He always said we don’t compete on sales, we
compete on authors,” Albert Henderson, a former
deputy director at Pergamon, told me. “We would
attend conferences specifically looking to recruit
editors for new journals.”
A good idea, a conversation or correspondence,
even from the most brilliant person in the world …
doesn’t count for anything unless you have it
published,” says Neal Young of the NIH. If you
control access to the scientific literature, it is, to
all intents and purposes, like controlling science.
“Lewin was clever. He realised scientists are
very vain, and wanted to be part of this
selective members club; Cell was ‘it’, and you
had to get your paper in there,” Schekman said.
If I don’t publish in CNS [Cell/Nature/Science], I won’t get a
job,” says Schekman. He compared the pursuit of high-
impact publications to an incentive system as rotten as
banking bonuses.
but it was university librarians who first realised the trap in
the market Maxwell had created. The librarians used
university funds to buy journals on behalf of scientists.
Maxwell was well aware of this. “Scientists are not as price-
conscious as other professionals, mainly because they are
not spending their own money,” And since there was no
way to swap one journal for another, cheaper one, the result
was, Maxwell continued, “a perpetual financing machine”.
Librarians were locked into a series of thousands of tiny
monopolies.
Sci-Hub – a sort of Napster for science that allows anyone to
download scientific papers for free. Its creator, Alexandra
Elbakyan, a Kazhakstani, is in hiding, facing charges of
hacking and copyright infringement in the US. Elsevier
recently obtained a $15m injunction (the maximum
allowable amount) against her.
Elbakyan is an unabashed utopian. “Science should belong
to scientists and not the publishers,” she told me in an
email. In a letter to the court, she cited Article 27 of the UN’s
Universal Declaration of Human Rights, asserting the right
“to share in scientific advancement and its benefits”.
“Free” and “Open”
• "Free software is a matter of liberty, not price.
’free speech', not 'free beer'”. (R M Stallman)
• “A piece of data or content is open if anyone is
free to use, reuse, and redistribute it”
(OKFN)http://opendefinition.org/
• “open” (access) has multiple incompatible “definitions”. Major split
is “human eyeballs” vs copying and machine “reusability”
• “Open” is a marketing term for publishers, who frequently (often
deliberately) do not grant full Openness.
“Gratis” vs “Libre”
Critical Historical Open Events
• Free Software Foundation (RMS,
1985) and Linux (Torvalds, 1991)
• The World Wide Web (TBL, 1991)
• The human genome (1990-2001)
The life of Aaron Swartz (1986-2013)
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)
[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
The Digital Enlightenment: some of my icons
Diderot, Paris, 1751
Berkeley, US, 1966 Paris, 1968
UK, 1969-73
We must control our scholarship
• Publishers are preventing scholars from using the
literature for scientific research.
• APIs mean Snoop, Control and Censor.
– Snoop: publishers monitor who is using the literature ,
when and for what
– Control: publishers control what you get, when, how
much, and in what form
– Censor: publishers control what results you publish
and how.
• The Right to Read is the Right to Mine
Neocolonialism
• In place of colonialism, as the main instrument of imperialism, we have
today neo-colonialism . . . [which] like colonialism, is an attempt to
export the social conflicts of the capitalist countries. . . .
• The result of neo-colonialism is that foreign capital is used for the
exploitation rather than for the development of the less developed parts
of the world. Investment, under neo-colonialism, increases, rather than
decreases, the gap between the rich and the poor countries of the world.
The struggle against neo-colonialism is not aimed at excluding the capital
of the developed world from operating in less developed countries. It is
aimed at preventing the financial power of the developed countries being
used in such a way as to impoverish the less developed.[5]
• Kwame Nkrumah 1965 Neo-Colonialism, The Last Stage of Imperialism.
Text and Image: Wikimedia Commons
Knowledge Neocolonialism/Capitalism
• The result of [knowledge colonialism] is that [corporate]
capital is used for the exploitation rather than for the
development of the less developed parts of the
[knowledge] world.
• Investment, under [knowledge imperialism], increases,
rather than decreases, the gap between the rich and the
poor [scholars] of the world. The struggle against
[knowledge neocolonialism] […] is aimed at preventing the
financial power of the [megacorporations] being used in
such a way as to impoverish the less developed.[5]
• (adapted by PMR from Kwame Nkrumah)
s/country/scholar/, s/colonial power/megacorporation/
Immediate reply from Leslie Chan
Everything we have gained by opening content and
data will be under threat if we allow the enclosure
of scholarly infrastructures. We propose a set of
principles by which Open Infrastructures to support
the research community could be run and
sustained. – Geoffrey Bilder, Jennifer Lin, Cameron
Neylon. 2015
2017 Jisc and Elsevier develop “Open Science for
UK”
2017 Elsevier develops “Open Science for EC”
["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
The Right to Read
is
The Right to Roam
The Right to Mine
Kinder Mass Trespass
used without permission but with love and thanks
Open Scholarship must build its own
discovery system before it is too late
Communities of Practice + software:
• Wikip(m)edia
• Open Street Map
• Open Corporates
Theses are under OUR control and hugely valuable.
•Problem
•Advocacy/Activism
•Community
•Tools
6 ContentMine Fellows for 6 months
Neo Christopher Chung
 Warsaw, Computational Biology
 Wants to find out geographic and temporal differences in the use of genomic software tools
Alexandra Bannach-Brown
 Edinburgh, Neuroscience
 Problem: huge body of works in animal studies about depressions. systematic review is the main
approach for getting insight.
 Wants: identify papers in systematic review of depressive behaviour in animals. What
drugs, what methods, what outcomes and signs/phenotypes. Use outcomes for document
clustering.
 and expedite scientific advances."
 Corpus: 70.000 Papers
Lars Willighagen
 15 years old NL
 Wants: extract data about conifers (relations to chemicals, height etc.)
 Outcome: database with webpage containing conifer properties
 Table Facts Visualiser DEMO
 Card DEMO
 Word Cloud
 „ I applied to this fellowship to learn new things and combine the ContentMine with two previous
projects I never got to finish, and I got really excited by the idea and the ContentMine at large.“
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
•Problem
•Advocacy/Activism
•Community
•Tools
The Digital Enlightenment: some of my icons
Diderot, Paris, 1751
Berkeley, US, 1966 Paris, 1968
UK, 1969-73
Julia Reda, Pirate MEP, running ContentMine
software to liberate science 2016-04-16
ContentMine Scientist’s workbench
• A platform independent, easily installed,
toolkit based on the RESEARCHER’s filesystem
(500-5000 articles)
• Automatic downloading
• Searching and filtering
• Tagging and annotation
• Repurposing
https://www.wikidata.org/wiki/Wikidata:WikiFactMine
ContentMine thanks the WikimediaFoundation for support
7 million articles, over 200 dictionaries
Search on publicly accessible papers on “Zika”
https://rawgit.com/ContentMine/amidemos/master/zika/full.dataTables.html
Where to reposit published
crystallography?
Proteins -> PDB, Open
BUT
Inorganics -> ICSD Closed
Organics -> Cambridge (CCDC) Closed
SO
The community has built a Crystallography Open
Database
Restrictions on Re-use of Crystallographic data
NOTE: The CCDC is based on data contributed by
scientists as part of publication and validation
Crystallographic data from
publications now belongs to CCDC
Open Source and Open Data
www.crystallography.net
Interactive OPEN crystal search tool
Disruption
• Must be BETTER
• Must be COMMUNALLY OWNED
• By citizens
• Must be protected against pwning
• Social principles, not technology
Our Future?
• But it was all right, everything was all right,
the struggle was finished. He had won the
victory over himself. He loved Big Brother”
•
― George Orwell, 1984
Some WikiFactMine dictionaries*
• 402 Galaxies
• 501 Aviation accidents and incidents
• 701 Sovereign states
• 703 soil types
* Compiled by Charles Matthews
WikiFactMine has >500 expanded entries for “terpenes”
Prof. Ian Hargreaves (2011): "David Cameron's
exam question”: "Could it be true that laws
designed more than three centuries ago with the
express purpose of creating economic incentives
for innovation by protecting creators' rights are
today obstructing innovation and economic
growth?”
“yes. We have found that the UK's intellectual
property framework, especially with regard to
copyright, is falling behind what is needed.” "Digital
Opportunity" by Prof Ian Hargreaves - http://www.ipo.gov.uk/ipreview.htm. Licensed under CC BY 3.0 via Wikipedia -
https://en.wikipedia.org/wiki/File:Digital_Opportunity.jpg#/media/File:Digital_Opportunity.jpg
http://www.lisboncouncil.net/publication/publication/134-text-and-data-mining-for-research-and-innovation-.html
Asian and U.S. scholars continue to show a huge interest in text and data mining
as measured by academic research on the topic. And Europe’s position is falling
relative to the rest of the world.
Legal clarity also matters. Some countries apply the “fair-use” doctrine, which
allows “exceptions” to existing copyright law, including for text and data mining.
Israel, the Republic of Korea, Singapore, Taiwan and the U.S. are in this group.
Others have created a new copyright “exception” for text and data mining – Japan,
for instance, which adopted a blanket text-and-data-mining exception in 2009, and
more recently the United Kingdom, where text and data mining was declared fully
legal for non-commercial research purposes in 2014. Some researchers worry that
the UK exception does not go far enough; others report that British researchers are
now at an advantage over their continental counterparts.
the Middle East is now the world’s fourth largest region for research on text and
data mining, led by Iran and Turkey.

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Disrupting the Publisher Academic Complex through Open Knowledge Mining

  • 1. Protocol Labs, BL, UK, 2018-04-21 Disrupting the Publisher Academic Complex Peter Murray-Rust1,2 [1]University of Cambridge [2]TheContentMine pm286 AT cam DOT ac DOT uk Let’s build a modern Open knowledgebase which we, not megacorporations, control
  • 2. (2x digital music industry!) ContentMine is an OpenLocked Non-Profit company Mining millions of Open facts every week The Right to Read is the Right to Mine
  • 3. Example of ContentMining We could mine all chemistry every day … http://chemicaltagger.ch.cam.ac.uk … but
  • 4. #megapub451 [1] • Universal controlled scholarly infrastructure • Surveillance culture • Friendly faces [2], ruthless interior, smart • Amoral • Political • Rich; Inelastic vanity market • Bigger than recording industry • NO GOVERNANCE [1] cf Fahrenheit451 (Ray Bradbury). Firemen burn books; megapub encloses knowledge [2] discourse: “help” , “collaborate”, “partner” Compare: Monsanto, Volkswagen, TimeWarner, Facebook, Royal Bank Scotland, Exxon, Pfizer, Telcos, Transport, etc.
  • 5. Opening Knowledge overcomes injustice • Open comes from the heart. • Closed Access Means People Die. • Megacorporations are pwning the knowledge infrastructure/ • The Right to Read is the Right to Mine • Young people change the world. Give them the chance. • ACT: Advocacy , Community, Tools
  • 7. Scholarly publishing is “Big Data” [2] https://en.wikipedia.org/wiki/Mont_Blanc#/media/File:Mont_Blanc_depuis_Valmorel.jpg • $20 Billion market • $500 Billion public research => 2.5 million articles /year , 7000 /day • Most is not Publicly readable and much is unused • ContentMining (TDM) can liberate knowledge • Many mega-publishers fight ContentMining [1] http://www.crossref.org/01company/crossref_indicators.html 1 year’s scholarly output!
  • 8. BENEFITS OF CONTENT MINING Hague Declaration 2015 • Addressing grand challenges such as climate change and global epidemics • Improving population health, wealth and development • Creating new jobs and employment • Exponentially increasing the speed and progress of science through new insights and greater efficiency of research • Increasing transparency of governments and their actions • Fostering innovation and collaboration and boosting the impact of open science • Creating tools for education and research • Providing new and richer cultural insights • Speeding economic and social development in all parts of the globe
  • 9. ContentMine software can do this in a few minutes Polly: “there were 10,000 abstracts and due to time pressures, we split this between 6 researchers. It took about 2-3 days of work (working only on this) to get through ~1,600 papers each. So, at a minimum this equates to 12 days of full-time work (and would normally be done over several weeks under normal time pressures).”
  • 10.
  • 11. 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
  • 12. • Chris Hartgerink Tilburg University (NL) • Reproducible Science • Extracting statistical information • Helping authors check reported results • Detecting problematic study results (e.g., clinical trials)
  • 13. [1] [1] STATCHECK from Chris Hartgerink
  • 14. And now the main problem…
  • 15. @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 Elsevier stopped me doing my research Chris Hartgerink
  • 16. 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
  • 17. http://onsnetwork.org/chartgerink/2016/02/23/wiley-also-stopped-my-doing-my-research/ Wiley also stopped me (Chris Hartgerink) doing my research In November, I wrote about how Elsevier wanted me to stop downloading scientific articles for my research. Today, Wiley also ordered me to stop downloading. As a quick recapitulation: I am a statistician doing research into detecting potentially problematic research such as data fabrication and estimating how often it occurs. For this, I need to download many scientific articles, because my research applies content mining methods that extract facts from them (e.g., test statistics). These facts serve as my data to answer my research questions. If I cannot download these research articles, I cannot collect the data I need to do my research. I was downloading psychology research articles from the Wiley library, with a maximum of 5 per minute. I did this using the tool quickscrape, developed by the ContentMine organization. With this, I have downloaded approximately 18,680 research articles from the Wiley library, which I was downloading solely for research purposes. Wiley noticed my downloading and notified my university library that they detected a compromised proxy, which they had immediately restricted. They called it “illegally downloading copyrighted content licensed by your institution”. However, at no point was there any investigation into whether my user credentials were actually compromised (they were not). Whether I had legitimate reasons to download these articles was never discussed. The original email from Wiley is available here. As a result of Wiley denying me to download these research articles, I cannot collect data from another one of the big publishers, alongside Elsevier. Wiley is more strict than Elsevier by immediately condemning the downloading as illegal, whereas Elsevier offers an (inadequate) API with additional terms of use (while legitimate access has already been obtained). I am really confused about what the publisher’s stance on content mining is, because Sage and Springer seemingly allow it; I have downloaded 150,210 research articles from Springer and 12,971 from Sage and they never complained about it.
  • 18. STM Publishers prevent Mining • FUD & disinformation about legality (Elsevier) • Monopolies on infrastructure (“API”s, CCC Rightfind) • Technical obstruction (Wiley Captcha, Macmillan Readcube) • Restrictive contracts with libraries (ALL) [1] • Wasting my/our time (ALL) [1] [You may not] utilize the TDM Output to enhance … subject repositories in a way that would [… ] have the potential to substitute and/or replicate any other existing Elsevier products, services and/or solutions.
  • 19. Copyright Problems • By default Copyright forbids everything until proved otherwise. • Clear answers are often only available when you defend yourself in court • Language is not precise. – “non-commercial” – “fair redistribution” – “public interest research organization” • Scientific Researchers using mining live in a constant state of Fear-Uncertainty-Doubt. • Legal reform is a necessary but not sufficient solution.
  • 20. Julia Reda MEP Julia Reda MEP The current copyright regime is undermining our ability to produce evidence. It is time that academics in large numbers … speak up about this issue. Decreasing the very substantial burdens and transaction costs for research and education is one of the declared goals of the Commission’s copyright reform proposal, and the European Parliament has echoed that sentiment in my report. Prof Ian Hargreaves: …make sure that the voices of the digital many are not drowned out in policy discussions by the digitally self-interested few. http://www.create.ac.uk/blog/2015/09/16/epip2015-opening-keynote-response- transcript/ there’s a serious risk of Europe digging itself deeper into a digital black hole on copyright,
  • 21. [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] Library
  • 22. Scholarly infrastructure becomes closed No accountability for monitoring and control
  • 23.
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  • 25. Elsevier Marketing to Medical Students 2017
  • 26. Elsevier’s Director of Scholarly Communication
  • 28. Neocolonialism • In place of colonialism, as the main instrument of imperialism, we have today neo-colonialism . . . [which] like colonialism, is an attempt to export the social conflicts of the capitalist countries. . . . • The result of neo-colonialism is that foreign capital is used for the exploitation rather than for the development of the less developed parts of the world. Investment, under neo-colonialism, increases, rather than decreases, the gap between the rich and the poor countries of the world. The struggle against neo-colonialism is not aimed at excluding the capital of the developed world from operating in less developed countries. It is aimed at preventing the financial power of the developed countries being used in such a way as to impoverish the less developed.[5] • Kwame Nkrumah 1965 Neo-Colonialism, The Last Stage of Imperialism. Text and Image: Wikimedia Commons
  • 29. Knowledge Neocolonialism/Capitalism • The result of [knowledge colonialism] is that [corporate] capital is used for the exploitation rather than for the development of the less developed parts of the [knowledge] world. • Investment, under [knowledge imperialism], increases, rather than decreases, the gap between the rich and the poor [scholars] of the world. The struggle against [knowledge neocolonialism] […] is aimed at preventing the financial power of the [megacorporations] being used in such a way as to impoverish the [scholarly poor]less developed.[5] • (adapted by PMR from Kwame Nkrumah) s/country/scholar/, s/colonial power/megacorporation/
  • 30.
  • 31. The publishing business is “perverse and needless”, the Berkeley biologist Michael Eisen wrote in a 2003 article for the Guardian, declaring that it “should be a public scandal”.
  • 32. With total global revenues of more than £19bn, it weighs in somewhere between the recording and the film industries in size, but it is far more profitable. In 2010, Elsevier’s scientific publishing arm reported profits of £724m on just over £2bn in revenue. It was a 36% margin – higher than Apple, Google, or Amazon posted that year.
  • 33. Improbable as it might sound, few people in the last century have done more to shape the way science is conducted today than Maxwell. He always said we don’t compete on sales, we compete on authors,” Albert Henderson, a former deputy director at Pergamon, told me. “We would attend conferences specifically looking to recruit editors for new journals.”
  • 34. A good idea, a conversation or correspondence, even from the most brilliant person in the world … doesn’t count for anything unless you have it published,” says Neal Young of the NIH. If you control access to the scientific literature, it is, to all intents and purposes, like controlling science.
  • 35. “Lewin was clever. He realised scientists are very vain, and wanted to be part of this selective members club; Cell was ‘it’, and you had to get your paper in there,” Schekman said.
  • 36. If I don’t publish in CNS [Cell/Nature/Science], I won’t get a job,” says Schekman. He compared the pursuit of high- impact publications to an incentive system as rotten as banking bonuses.
  • 37. but it was university librarians who first realised the trap in the market Maxwell had created. The librarians used university funds to buy journals on behalf of scientists. Maxwell was well aware of this. “Scientists are not as price- conscious as other professionals, mainly because they are not spending their own money,” And since there was no way to swap one journal for another, cheaper one, the result was, Maxwell continued, “a perpetual financing machine”. Librarians were locked into a series of thousands of tiny monopolies.
  • 38. Sci-Hub – a sort of Napster for science that allows anyone to download scientific papers for free. Its creator, Alexandra Elbakyan, a Kazhakstani, is in hiding, facing charges of hacking and copyright infringement in the US. Elsevier recently obtained a $15m injunction (the maximum allowable amount) against her. Elbakyan is an unabashed utopian. “Science should belong to scientists and not the publishers,” she told me in an email. In a letter to the court, she cited Article 27 of the UN’s Universal Declaration of Human Rights, asserting the right “to share in scientific advancement and its benefits”.
  • 39. “Free” and “Open” • "Free software is a matter of liberty, not price. ’free speech', not 'free beer'”. (R M Stallman) • “A piece of data or content is open if anyone is free to use, reuse, and redistribute it” (OKFN)http://opendefinition.org/ • “open” (access) has multiple incompatible “definitions”. Major split is “human eyeballs” vs copying and machine “reusability” • “Open” is a marketing term for publishers, who frequently (often deliberately) do not grant full Openness. “Gratis” vs “Libre”
  • 40. Critical Historical Open Events • Free Software Foundation (RMS, 1985) and Linux (Torvalds, 1991) • The World Wide Web (TBL, 1991) • The human genome (1990-2001) The life of Aaron Swartz (1986-2013)
  • 41. 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)
  • 42. [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
  • 43. The Digital Enlightenment: some of my icons Diderot, Paris, 1751 Berkeley, US, 1966 Paris, 1968 UK, 1969-73
  • 44. We must control our scholarship • Publishers are preventing scholars from using the literature for scientific research. • APIs mean Snoop, Control and Censor. – Snoop: publishers monitor who is using the literature , when and for what – Control: publishers control what you get, when, how much, and in what form – Censor: publishers control what results you publish and how. • The Right to Read is the Right to Mine
  • 45. Neocolonialism • In place of colonialism, as the main instrument of imperialism, we have today neo-colonialism . . . [which] like colonialism, is an attempt to export the social conflicts of the capitalist countries. . . . • The result of neo-colonialism is that foreign capital is used for the exploitation rather than for the development of the less developed parts of the world. Investment, under neo-colonialism, increases, rather than decreases, the gap between the rich and the poor countries of the world. The struggle against neo-colonialism is not aimed at excluding the capital of the developed world from operating in less developed countries. It is aimed at preventing the financial power of the developed countries being used in such a way as to impoverish the less developed.[5] • Kwame Nkrumah 1965 Neo-Colonialism, The Last Stage of Imperialism. Text and Image: Wikimedia Commons
  • 46. Knowledge Neocolonialism/Capitalism • The result of [knowledge colonialism] is that [corporate] capital is used for the exploitation rather than for the development of the less developed parts of the [knowledge] world. • Investment, under [knowledge imperialism], increases, rather than decreases, the gap between the rich and the poor [scholars] of the world. The struggle against [knowledge neocolonialism] […] is aimed at preventing the financial power of the [megacorporations] being used in such a way as to impoverish the less developed.[5] • (adapted by PMR from Kwame Nkrumah) s/country/scholar/, s/colonial power/megacorporation/
  • 47. Immediate reply from Leslie Chan
  • 48. Everything we have gained by opening content and data will be under threat if we allow the enclosure of scholarly infrastructures. We propose a set of principles by which Open Infrastructures to support the research community could be run and sustained. – Geoffrey Bilder, Jennifer Lin, Cameron Neylon. 2015 2017 Jisc and Elsevier develop “Open Science for UK” 2017 Elsevier develops “Open Science for EC”
  • 49. ["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
  • 50.
  • 51. The Right to Read is The Right to Roam The Right to Mine Kinder Mass Trespass used without permission but with love and thanks
  • 52.
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  • 58. Open Scholarship must build its own discovery system before it is too late Communities of Practice + software: • Wikip(m)edia • Open Street Map • Open Corporates Theses are under OUR control and hugely valuable.
  • 60. 6 ContentMine Fellows for 6 months
  • 61. Neo Christopher Chung  Warsaw, Computational Biology  Wants to find out geographic and temporal differences in the use of genomic software tools
  • 62. Alexandra Bannach-Brown  Edinburgh, Neuroscience  Problem: huge body of works in animal studies about depressions. systematic review is the main approach for getting insight.  Wants: identify papers in systematic review of depressive behaviour in animals. What drugs, what methods, what outcomes and signs/phenotypes. Use outcomes for document clustering.  and expedite scientific advances."  Corpus: 70.000 Papers
  • 63. Lars Willighagen  15 years old NL  Wants: extract data about conifers (relations to chemicals, height etc.)  Outcome: database with webpage containing conifer properties  Table Facts Visualiser DEMO  Card DEMO  Word Cloud  „ I applied to this fellowship to learn new things and combine the ContentMine with two previous projects I never got to finish, and I got really excited by the idea and the ContentMine at large.“
  • 64. 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
  • 66. The Digital Enlightenment: some of my icons Diderot, Paris, 1751 Berkeley, US, 1966 Paris, 1968 UK, 1969-73
  • 67. Julia Reda, Pirate MEP, running ContentMine software to liberate science 2016-04-16
  • 68. ContentMine Scientist’s workbench • A platform independent, easily installed, toolkit based on the RESEARCHER’s filesystem (500-5000 articles) • Automatic downloading • Searching and filtering • Tagging and annotation • Repurposing
  • 69. https://www.wikidata.org/wiki/Wikidata:WikiFactMine ContentMine thanks the WikimediaFoundation for support 7 million articles, over 200 dictionaries
  • 70. Search on publicly accessible papers on “Zika” https://rawgit.com/ContentMine/amidemos/master/zika/full.dataTables.html
  • 71.
  • 72. Where to reposit published crystallography? Proteins -> PDB, Open BUT Inorganics -> ICSD Closed Organics -> Cambridge (CCDC) Closed SO The community has built a Crystallography Open Database
  • 73. Restrictions on Re-use of Crystallographic data NOTE: The CCDC is based on data contributed by scientists as part of publication and validation Crystallographic data from publications now belongs to CCDC
  • 74. Open Source and Open Data www.crystallography.net
  • 76.
  • 77. Disruption • Must be BETTER • Must be COMMUNALLY OWNED • By citizens • Must be protected against pwning • Social principles, not technology
  • 78. Our Future? • But it was all right, everything was all right, the struggle was finished. He had won the victory over himself. He loved Big Brother” • ― George Orwell, 1984
  • 79. Some WikiFactMine dictionaries* • 402 Galaxies • 501 Aviation accidents and incidents • 701 Sovereign states • 703 soil types * Compiled by Charles Matthews
  • 80. WikiFactMine has >500 expanded entries for “terpenes”
  • 81. Prof. Ian Hargreaves (2011): "David Cameron's exam question”: "Could it be true that laws designed more than three centuries ago with the express purpose of creating economic incentives for innovation by protecting creators' rights are today obstructing innovation and economic growth?” “yes. We have found that the UK's intellectual property framework, especially with regard to copyright, is falling behind what is needed.” "Digital Opportunity" by Prof Ian Hargreaves - http://www.ipo.gov.uk/ipreview.htm. Licensed under CC BY 3.0 via Wikipedia - https://en.wikipedia.org/wiki/File:Digital_Opportunity.jpg#/media/File:Digital_Opportunity.jpg
  • 82. http://www.lisboncouncil.net/publication/publication/134-text-and-data-mining-for-research-and-innovation-.html Asian and U.S. scholars continue to show a huge interest in text and data mining as measured by academic research on the topic. And Europe’s position is falling relative to the rest of the world. Legal clarity also matters. Some countries apply the “fair-use” doctrine, which allows “exceptions” to existing copyright law, including for text and data mining. Israel, the Republic of Korea, Singapore, Taiwan and the U.S. are in this group. Others have created a new copyright “exception” for text and data mining – Japan, for instance, which adopted a blanket text-and-data-mining exception in 2009, and more recently the United Kingdom, where text and data mining was declared fully legal for non-commercial research purposes in 2014. Some researchers worry that the UK exception does not go far enough; others report that British researchers are now at an advantage over their continental counterparts. the Middle East is now the world’s fourth largest region for research on text and data mining, led by Iran and Turkey.