Re: [CODE4LIB] linked data and open access

2014-12-24 Thread Violeta Ilik
Greetings all,

Somebody mentioned that the reason you see so much more Linked Data in Europe 
is that they have been working with RDF in research and development projects 
for much longer than us and I cannot agree more. Their PhD students have their 
research developed around semantic web technologies and their PhD programs are 
strong and mature. Just look at what all those national libraries have done. 
Also the work of some teams and individuals is impressive. I would like to 
mention Europeana which is doing an amazing job of bringing digital collections 
from all over Europe into one centralized place. And it’s bringing them 
together by providing a data model used by the partner national libraries to 
model and map their data. By doing this all partner national libraries are 
engaging in linked data work and getting their hands dirty. Also I think it is 
important to mention that this is not driven by any money, since of course we 
all know there is no money in libraries. They don't care that there is no 
money, they care about research. Somebody else pointed out that we have no 
national library - but we do have the Library of Congress so that cannot be a 
valid excuse (in my opinion).

As for not having a LD platform to work on, here I disagree. There is the VIVO 
semantic web application and few other similar ones. VIVO was developed by 
Cornell University in 2003 as a relational database and with an NIH grant in 
2009 grew to become an open source project based on semantic web principles. 
VIVO is an open, shared platform for connecting scholars, research communities, 
campuses, and countries using Linked Open Data. VIVO links data from 
institutional and public sources to create web profiles populated with 
researcher interests, activities, and accomplishments. It uses ontologies to 
express relationships between entities/individuals. The VIVO-ISF 1.6 ontology 
is a combination of the eagle-i ontology (Dr. Melissa Haendel from OHSU the 
brain behind it) already mentioned by someone. Only the subset of the VIVO-ISF 
is used in the VIVO application. Same for other ontologies used in VIVO: FOAF, 
BIBO, FABIO, SKOS, CiTO, CItation, OBO, VCARD. It is a great application 
developed by Cornell’s brilliant team and few other institutions as a result of 
the NIH grant.

I know of few people working with VIVO that are on this list and they can jump 
in to explain further but I wanted to bring it to your attention since nobody 
mentioned it so far. And I am bringing this up since I do not agree that “no 
one has really show an impressive end user use for linked data, which American 
decision making tends to be more driven by.” We have VIVO – developed here in 
the States. It is embraced by many institutions in Europe, Latin America, 
Australia, New Zealand. An interesting observation - many developers working on 
VIVO are not employed by the libraries, but by the provost office or a similar 
office and that is why we don't hear much about VIVO on this list or any other 
library specific list. Remember it was developed by the Cornell library staff.

Also another brilliant application developed by people at ISI in California is 
the Karma data integration tool. Just take a look at what they have done: 
http://www.isi.edu/integration/karma/
Works great for modeling data into semantic web VIVO compliant data format – 
produces N-Triples. This is the tool some of us in the VIVO community use to 
produce RDF data.

If I was constrained to one sentence comment on this list this is what I would 
have said: there is work done with linked data here in the States and there are 
applications that have demonstrated an impressive end user use for linked data.
And there are many more to come.

Regards and Happy Holidays,
Violeta


Violeta Ilik
Digital Innovations Librarian
Galter Health Sciences Library
Feinberg School of Medicine
Northwestern University Clinical and
Translational Sciences Institute (NUCATS)
303 E. Chicago Ave, 2-212
Chicago, Illinois  60611
office: (312) 503 0421
violeta.ilik at northwestern.edu
www.galter.northwestern.eduhttp://www.galter.northwestern.edu/
http://www.galter.northwestern.edu/staff/Violeta-Ilik



From: Code for Libraries [CODE4LIB@LISTSERV.ND.EDU] on behalf of Karen Coyle 
[li...@kcoyle.net]
Sent: Tuesday, December 23, 2014 4:58 PM
To: CODE4LIB@LISTSERV.ND.EDU
Subject: Re: [CODE4LIB] linked data and open access

Off the top of my head:

http://www.epsiplatform.eu/content/what-linked-open-government-data
http://aims.fao.org/agris
http://data.gov.uk/location
http://datos.bne.es/
http://statistics.data.gov.uk/
http://europeana.eu/
etc.

What linked and open provide is exactly what it says - linked=able
to be used in combination with data from other Web resources;
open=anyone can use the data. There are projects that are using CSV or
XSL files, but those function as self-contained bits of data, without
the linking, even if they are openly available

Re: [CODE4LIB] linked data and open access

2014-12-23 Thread Kyle Banerjee


 Well, that raises an important question -- whether an 'end user use', or
 other use, do people have examples of neat/important/useful things done
 with linked data in Europe, especially that would have been harder or less
 likely without the data being modelled/distributed as linked data?


I'm sure they're doing quite a few things in Europe, but there is also
practical stuff going on with linked data in the US. Eagle-i which aims to
facilitate sharing of biomedical research. My guess is that a number of
people working on that are on this list.

At my own institution, research is being done on using ontology and linked
data to diagnose diseases. The method requires huge amounts of data, but it
potentially allows diagnosis of problems that could not be discovered any
other way. One of the people working on that group was hired by Tesla last
year -- they apparently use linked data to solve problems internally, but
I'm not sure what.

kyle


Re: [CODE4LIB] linked data and open access

2014-12-23 Thread Karen Coyle

Off the top of my head:

http://www.epsiplatform.eu/content/what-linked-open-government-data
http://aims.fao.org/agris
http://data.gov.uk/location
http://datos.bne.es/
http://statistics.data.gov.uk/
http://europeana.eu/
etc.

What linked and open provide is exactly what it says - linked=able 
to be used in combination with data from other Web resources; 
open=anyone can use the data. There are projects that are using CSV or 
XSL files, but those function as self-contained bits of data, without 
the linking, even if they are openly available.


kc

On 12/22/14 7:30 PM, Jonathan Rochkind wrote:

And as has already been pointed out, no one has really show an impressive end 
user use for linked data, which American decision making tends to be more 
driven by.

Well, that raises an important question -- whether an 'end user use', or other 
use, do people have examples of neat/important/useful things done with linked 
data in Europe, especially that would have been harder or less likely without 
the data being modelled/distributed as linked data?


From: Code for Libraries [CODE4LIB@LISTSERV.ND.EDU] on behalf of Brent Hanner 
[behan...@mediumaevum.com]
Sent: Monday, December 22, 2014 6:11 PM
To: CODE4LIB@LISTSERV.ND.EDU
Subject: Re: [CODE4LIB] linked data and open access

There are deeper issues at work here than just the kind of obvious surface 
issues.

One of the reason Europe embraced rdf triples and linked data was timing.  The 
EU was forming its centralized information institutions the same time the idea 
of linked data to solve certain problem came about.  So they took it and ran 
with it.  In the US we have been primarily driven by the big data movement that 
gained steam shortly after.  And as has already been pointed out, no one has 
really show an impressive end user use for linked data, which American decision 
making tends to be more driven by.


Europeans can think about data and databases differently than we can here in 
the US.  In Europe a database is intellectual property, in the US only parts of 
the database that fall under copyright law are intellectual property, which for 
most databases isn't much.  You can’t copyright a fact.  So in the US once you 
release the data into the wild its usually public domain.


As for government data, the Federal and most state governments are in need of 
an overhaul that would make it possible.  If you don’t have the systems or 
people in place who can make it happen it won’t happen.  Heck the federal 
government can’t even get a single set of accounting software and what not.


So it isn’t just a lack of leadership or will, there are other things at work 
as well.



Brent






Sent from Windows Mail





From: Karen Coyle
Sent: ‎Friday‎, ‎December‎ ‎19‎, ‎2014 ‎10‎:‎32‎ ‎AM
To: CODE4LIB@LISTSERV.ND.EDU





Yep, yep, and yep.

Plus I'd add that the lack of centralization of library direction (read:
states) is also a hindrance here. Having national leadership would be
great. Being smaller also wouldn't hurt.

kc

On 12/19/14 6:48 AM, Eric Lease Morgan wrote:

I don’t know about y’all, but it seems to me that things like linked data and 
open access are larger trends in Europe than here in the United States. Is 
there are larger commitment to sharing in Europe when compared to the United 
States? If so, is this a factor based on the nonexistence of a national library 
in the United States? Is this your perception too? —Eric Morgan

--
Karen Coyle
kco...@kcoyle.net http://kcoyle.net
m: +1-510-435-8234
skype: kcoylenet/+1-510-984-3600


--
Karen Coyle
kco...@kcoyle.net http://kcoyle.net
m: +1-510-435-8234
skype: kcoylenet/+1-510-984-3600


Re: [CODE4LIB] linked data and open access

2014-12-22 Thread Brent Hanner
There are deeper issues at work here than just the kind of obvious surface 
issues.

One of the reason Europe embraced rdf triples and linked data was timing.  The 
EU was forming its centralized information institutions the same time the idea 
of linked data to solve certain problem came about.  So they took it and ran 
with it.  In the US we have been primarily driven by the big data movement that 
gained steam shortly after.  And as has already been pointed out, no one has 
really show an impressive end user use for linked data, which American decision 
making tends to be more driven by.


Europeans can think about data and databases differently than we can here in 
the US.  In Europe a database is intellectual property, in the US only parts of 
the database that fall under copyright law are intellectual property, which for 
most databases isn't much.  You can’t copyright a fact.  So in the US once you 
release the data into the wild its usually public domain.  


As for government data, the Federal and most state governments are in need of 
an overhaul that would make it possible.  If you don’t have the systems or 
people in place who can make it happen it won’t happen.  Heck the federal 
government can’t even get a single set of accounting software and what not.  


So it isn’t just a lack of leadership or will, there are other things at work 
as well.  

 

Brent






Sent from Windows Mail





From: Karen Coyle
Sent: ‎Friday‎, ‎December‎ ‎19‎, ‎2014 ‎10‎:‎32‎ ‎AM
To: CODE4LIB@LISTSERV.ND.EDU





Yep, yep, and yep.

Plus I'd add that the lack of centralization of library direction (read: 
states) is also a hindrance here. Having national leadership would be 
great. Being smaller also wouldn't hurt.

kc

On 12/19/14 6:48 AM, Eric Lease Morgan wrote:
 I don’t know about y’all, but it seems to me that things like linked data and 
 open access are larger trends in Europe than here in the United States. Is 
 there are larger commitment to sharing in Europe when compared to the United 
 States? If so, is this a factor based on the nonexistence of a national 
 library in the United States? Is this your perception too? —Eric Morgan

-- 
Karen Coyle
kco...@kcoyle.net http://kcoyle.net
m: +1-510-435-8234
skype: kcoylenet/+1-510-984-3600

Re: [CODE4LIB] linked data and open access

2014-12-22 Thread Jonathan Rochkind
 And as has already been pointed out, no one has really show an impressive end 
 user use for linked data, which American decision making tends to be more 
 driven by.

Well, that raises an important question -- whether an 'end user use', or other 
use, do people have examples of neat/important/useful things done with linked 
data in Europe, especially that would have been harder or less likely without 
the data being modelled/distributed as linked data?  


From: Code for Libraries [CODE4LIB@LISTSERV.ND.EDU] on behalf of Brent Hanner 
[behan...@mediumaevum.com]
Sent: Monday, December 22, 2014 6:11 PM
To: CODE4LIB@LISTSERV.ND.EDU
Subject: Re: [CODE4LIB] linked data and open access

There are deeper issues at work here than just the kind of obvious surface 
issues.

One of the reason Europe embraced rdf triples and linked data was timing.  The 
EU was forming its centralized information institutions the same time the idea 
of linked data to solve certain problem came about.  So they took it and ran 
with it.  In the US we have been primarily driven by the big data movement that 
gained steam shortly after.  And as has already been pointed out, no one has 
really show an impressive end user use for linked data, which American decision 
making tends to be more driven by.


Europeans can think about data and databases differently than we can here in 
the US.  In Europe a database is intellectual property, in the US only parts of 
the database that fall under copyright law are intellectual property, which for 
most databases isn't much.  You can’t copyright a fact.  So in the US once you 
release the data into the wild its usually public domain.


As for government data, the Federal and most state governments are in need of 
an overhaul that would make it possible.  If you don’t have the systems or 
people in place who can make it happen it won’t happen.  Heck the federal 
government can’t even get a single set of accounting software and what not.


So it isn’t just a lack of leadership or will, there are other things at work 
as well.



Brent






Sent from Windows Mail





From: Karen Coyle
Sent: ‎Friday‎, ‎December‎ ‎19‎, ‎2014 ‎10‎:‎32‎ ‎AM
To: CODE4LIB@LISTSERV.ND.EDU





Yep, yep, and yep.

Plus I'd add that the lack of centralization of library direction (read:
states) is also a hindrance here. Having national leadership would be
great. Being smaller also wouldn't hurt.

kc

On 12/19/14 6:48 AM, Eric Lease Morgan wrote:
 I don’t know about y’all, but it seems to me that things like linked data and 
 open access are larger trends in Europe than here in the United States. Is 
 there are larger commitment to sharing in Europe when compared to the United 
 States? If so, is this a factor based on the nonexistence of a national 
 library in the United States? Is this your perception too? —Eric Morgan

--
Karen Coyle
kco...@kcoyle.net http://kcoyle.net
m: +1-510-435-8234
skype: kcoylenet/+1-510-984-3600


Re: [CODE4LIB] linked data and open access

2014-12-19 Thread Debra Shapiro
Yes, I absolutely agree Eric - I am not sure if it is because we have no 
National Library - it might just be because of the US notions of individuality 
and freedom of commerce - as a country, we just won't tell anyone what to do, 
even if it’s to be open.

LIBER open data agreement: 
http://libereurope.eu/libers-open-access-publication-guidelines/

Sir Tim, Open Data Institute in Britain: http://theodi.org/team/timbl ; 
http://theodi.org/

EU/EC Neelie Kroes, open data - 
http://ec.europa.eu/commission_2010-2014/kroes/en/tags/data

My 2 cents and worth every penny -
deb

 
On Dec 19, 2014, at 8:48 AM, Eric Lease Morgan emor...@nd.edu wrote:

 I don’t know about y’all, but it seems to me that things like linked data and 
 open access are larger trends in Europe than here in the United States. Is 
 there are larger commitment to sharing in Europe when compared to the United 
 States? If so, is this a factor based on the nonexistence of a national 
 library in the United States? Is this your perception too? —Eric Morgan

dsshap...@wisc.edu
Debra Shapiro
SLIS, the iSchool at UW-Madison
Helen C. White Hall, Rm. 4282
600 N. Park St.
Madison WI 53706
608 262 9195
mobile 608 712 6368
FAX 608 263 4849


Re: [CODE4LIB] linked data and open access

2014-12-19 Thread Mixter,Jeff
I can not speak much on the Linked Open Data but I think the reason you see so 
much more Linked Data in Europe is that they have been working with RDF in 
research and development projects much longer then we have here in the US (i.e. 
European Linked Data research is much more mature than Linked Data research in 
the US).

If I may then expand into the Open Data issue. I think Europe was just 'at the 
right place at the right time'. When the Open Data movement took off (in the 
mid 2000s), Europeans saw this new emerging web based model (RDF) as a natural 
fit for publishing open data. Conversely in the US the Open data movement, lets 
say the Open Government Data movement (http://www.data.gov/) so we can point to 
a specific service, relied on older data formats and even worse sometimes 
proprietary formats (Excel spreadsheets for example) to publish the open data. 

I can not speak much on other US open data initiatives but but that is my 
opinion with regards to Linked Open Data in Europe vs the US (for what it is 
worth).

Thanks,

Jeff Mixter
Research Support Specialist
OCLC Research
614-761-5159
mixt...@oclc.org


From: Code for Libraries CODE4LIB@LISTSERV.ND.EDU on behalf of Debra Shapiro 
dsshap...@wisc.edu
Sent: Friday, December 19, 2014 10:18 AM
To: CODE4LIB@LISTSERV.ND.EDU
Subject: Re: [CODE4LIB] linked data and open access

Yes, I absolutely agree Eric - I am not sure if it is because we have no 
National Library - it might just be because of the US notions of individuality 
and freedom of commerce - as a country, we just won't tell anyone what to do, 
even if it’s to be open.

LIBER open data agreement: 
http://libereurope.eu/libers-open-access-publication-guidelines/

Sir Tim, Open Data Institute in Britain: http://theodi.org/team/timbl ; 
http://theodi.org/

EU/EC Neelie Kroes, open data - 
http://ec.europa.eu/commission_2010-2014/kroes/en/tags/data

My 2 cents and worth every penny -
deb


On Dec 19, 2014, at 8:48 AM, Eric Lease Morgan emor...@nd.edu wrote:

 I don’t know about y’all, but it seems to me that things like linked data and 
 open access are larger trends in Europe than here in the United States. Is 
 there are larger commitment to sharing in Europe when compared to the United 
 States? If so, is this a factor based on the nonexistence of a national 
 library in the United States? Is this your perception too? —Eric Morgan

dsshap...@wisc.edu
Debra Shapiro
SLIS, the iSchool at UW-Madison
Helen C. White Hall, Rm. 4282
600 N. Park St.
Madison WI 53706
608 262 9195
mobile 608 712 6368
FAX 608 263 4849


Re: [CODE4LIB] linked data and open access

2014-12-19 Thread Joe Hourcle
On Dec 19, 2014, at 9:48 AM, Eric Lease Morgan wrote:

 I don’t know about y’all, but it seems to me that things like linked data and 
 open access are larger trends in Europe than here in the United States. Is 
 there are larger commitment to sharing in Europe when compared to the United 
 States? If so, is this a factor based on the nonexistence of a national 
 library in the United States? Is this your perception too? —Eric Morgan


I can't comment on the linked data side of things so much, but in following all 
of the comments from the US's push for opening up access to federally funded 
research, I'd have to say that capitalism and protectionist attitudes from 
'publishers' seem to be a major factor in the fight against open access.

I've placed 'publishers' in quotes, because groups that I would've considered 
to have been 'scientific societies' submitted comments against the opening up 
of the research, and in the case of AGU, referred to themselves multiple times 
as a 'publisher' and never as a 'society'.[1]  I dropped my membership when I 
realized that.


Statements from the 2011 RFI from OSTP:

http://www.whitehouse.gov/administration/eop/ostp/library/publicaccess


Statements from the 2013 NAS meetings:

http://sites.nationalacademies.org/DBASSE/CurrentProjects/DBASSE_082378

(note that I made statements at the National Academies meeting on opening 
access to federally funded research data)



[1] 
http://www.whitehouse.gov/sites/default/files/microsites/ostp/scholarly-pubs-(%23065).pdf

-Joe



ps. I still haven't seen what any of the official policies are (last year's 
government shutdown delayed the white house response to their submissions, and 
I have no idea if they've finally publicized anything) ... but I hosted a 
session at the AGU last year, where we had representatives from NOAA, NASA and 
USGS speak about what they were doing, and the NASA policy seemed to be heavily 
influenced by the more senior scientists ... who were more likely to be editors 
of journals.  They haven't updated their 'Data  Information Policy' 
(http://science.nasa.gov/earth-science/earth-science-data/data-information-policy/)
 page in over three years.


Re: [CODE4LIB] linked data and open access

2014-12-19 Thread Karen Coyle

Yep, yep, and yep.

Plus I'd add that the lack of centralization of library direction (read: 
states) is also a hindrance here. Having national leadership would be 
great. Being smaller also wouldn't hurt.


kc

On 12/19/14 6:48 AM, Eric Lease Morgan wrote:

I don’t know about y’all, but it seems to me that things like linked data and 
open access are larger trends in Europe than here in the United States. Is 
there are larger commitment to sharing in Europe when compared to the United 
States? If so, is this a factor based on the nonexistence of a national library 
in the United States? Is this your perception too? —Eric Morgan


--
Karen Coyle
kco...@kcoyle.net http://kcoyle.net
m: +1-510-435-8234
skype: kcoylenet/+1-510-984-3600


Re: [CODE4LIB] linked data and open access

2014-12-19 Thread Kyle Banerjee
On Fri, Dec 19, 2014 at 7:57 AM, Joe Hourcle onei...@grace.nascom.nasa.gov
wrote:


 I can't comment on the linked data side of things so much, but in
 following all of the comments from the US's push for opening up access to
 federally funded research, I'd have to say that capitalism and
 protectionist attitudes from 'publishers' seem to be a major factor in the
 fight against open access.


That definitely doesn't help. But quite a few players own this problem.

Pockets where there is a culture of openness can be found but at least in
my neck of the woods, researchers as a group fear being scooped and face
incentive structures that discourage openness. You get brownie points for
driving your metrics up as well as being first and novel, not for investing
huge amounts of time structuring your data so that everyone else can look
great using what you created.

Libraries face their own challenges in this regard. Even if we ignore that
many libraries and library organizations are pretty tight with what they
consider their intellectual property, there is still the issue that most of
us are also under pressure to demonstrate impact, originality, etc. As a
practical matter, this means we are rewarded for contributing to churn,
imposing branding, keeping things siloed and local, etc. so that we can
generate metrics that show how relevant we are to those who pay our bills
even if we could do much more good by contributing to community initiatives.

With regards to our local data initiatives, we don't push the open data
aspect because this has practically no traction with researchers. What does
interest them is meeting funder and publisher requirements as well as being
able to transport their own research from one environment to another so
that they can use it. The takeaway from this is that leadership from the
top does matter.

The good news is that things seem to be moving in the right direction, even
if it is at the speed of goo.

kyle


Re: [CODE4LIB] linked data and open access

2014-12-19 Thread Joe Hourcle
On Dec 19, 2014, at 12:28 PM, Kyle Banerjee wrote:

 On Fri, Dec 19, 2014 at 7:57 AM, Joe Hourcle onei...@grace.nascom.nasa.gov
 wrote:
 
 
 I can't comment on the linked data side of things so much, but in
 following all of the comments from the US's push for opening up access to
 federally funded research, I'd have to say that capitalism and
 protectionist attitudes from 'publishers' seem to be a major factor in the
 fight against open access.
 
 
 That definitely doesn't help. But quite a few players own this problem.
 
 Pockets where there is a culture of openness can be found but at least in
 my neck of the woods, researchers as a group fear being scooped and face
 incentive structures that discourage openness. You get brownie points for
 driving your metrics up as well as being first and novel, not for investing
 huge amounts of time structuring your data so that everyone else can look
 great using what you created.

There's been a lot of discussion of this problem over the last ~5 years or
so.  The general consensus is that :

1. We need better ways for people to acknowledge data being re-used.

a. The need for standards for citation so that we can use 
   bibliometric tools to extract the relationships
b. The need for a citation specifically to the data, and not
   a proxy (eg, the first results or instrument papers), to show
   that maintaining the data is still important.
c. Shift the work in determining how to acknowledge the data
   from the re-user back to the distributor the data.

2. We need standards to make it easier for researchers to re-use data.

Findability, accessibility of the file formats, documentation of
data, etc.

3. We need institutions to change their culture to acknowledge that 
   producing really good data is as important for the research ecosystem
   as writing papers.  This includes decisions regarding awarding grants,
   tenure  promotion, etc.


Much of this is covered by the Joint Declaration of Data Citation
Principles:

https://force11.org/datacitation

There are currently two sub-groups; one working on dissemination, to
make groups aware of the issues  the principles, and another (that I'm
on) working on issues of implementation.  We actually just submitted
something to PeerJ this week, on how to deal with 'machine actionable'
landing pages:

https://peerj.com/preprints/697/

(I've been pushing for one of the sections to be clarified, so feel
free to comment ... if enough other people agree w/ me, maybe I can
get my changes into the final paper)


 Libraries face their own challenges in this regard. Even if we ignore that
 many libraries and library organizations are pretty tight with what they
 consider their intellectual property, there is still the issue that most of
 us are also under pressure to demonstrate impact, originality, etc. As a
 practical matter, this means we are rewarded for contributing to churn,
 imposing branding, keeping things siloed and local, etc. so that we can
 generate metrics that show how relevant we are to those who pay our bills
 even if we could do much more good by contributing to community initiatives.

But ... one of the other things that libraries do is make stuff available
to the public.  So as most aren't dealing with data, getting that into
their IRs means that they've then got more stuff that they can serve
to possibly help push up their metrics.

(not that I think those metrics are good ... I'd rather *not* transfer
data that people aren't going to use, but the bean counters like those
graphs of data transfer going up ... we just don't mention that it's
groups in China attempting to mirror our entire holdings)



 With regards to our local data initiatives, we don't push the open data
 aspect because this has practically no traction with researchers. What does
 interest them is meeting funder and publisher requirements as well as being
 able to transport their own research from one environment to another so
 that they can use it. The takeaway from this is that leadership from the
 top does matter.

The current strategy is to push for the scientific societies to implement
policies requiring the data be opened if it's to be used as evidence in
a journal article.  There are some exceptions*, but the recommendations
so far are to still set up the landing page to make the data citable,
but instead of linking directly to the data, provide an explanation of
what the procedures are to request access.

Through this, we have the requirement be that if the researcher wants
to publish their paper ... they have to provide the data, too.

We're run into a few interesting snags, though.  For instance, some are
only requiring the data that directly supports the paper to be published;
this means that we have no way of knowing if they cherry-picked their
data and the larger collection might have evidence to refute their
findings.

The 'publishers' seem to