Showing posts with label text. Show all posts
Showing posts with label text. Show all posts

Wednesday, 7 August 2013

Kurt Paulus on ALPSP International Conference. Key changes, challenges and opportunities

This is the second in a series of reflections on the 2012 ALPSP International Conference by Kurt Paulus, former Operations Director at the Institute of Physics, and long time supporter of ALPSP. Our thanks go to Kurt for capturing the sessions. If this whets your appetite, book by Friday 9 August to avoid the late booking fee.

Key changes, challenges and opportunities

Change is all around us yet the constants traditionally underpinning scholarly publishing largely remain in place: quality control, trusted brands, citability, even mainstream business models like the big deal. Perhaps reassured by that, we can afford to be less fearful when confronting the many changes that are coming our way. There is pressure from governments to review copyright legislation. Governments and funding agencies want to see much more open access than we have been willing to entertain until recently. Technical changes, not necessarily designed with publishers’ needs in mind, are racing ahead and we are forced to go with the flow.


We sometimes forget that our customers also face change. Librarians confront technical and resource constraints and increasingly have to demonstrate how they add value. Authors and readers suffer severe time constraints and have to change their workflows to be most effective. Both need our help. Change is now a constant yet publishers’ reactions can be coloured by fear of it, causing them to cling to outdated models and overlook the undoubted opportunities that change brings with it. ‘Disruptive technologies’ can have a positive impact.

Mobile

Mobile technologies and social networking techniques are ubiquitous and all around us. The growth of consumer-focused mobile technologies such as tablets and smart phones did not initially alert us to the benefits that this might bring to scholarly publishing. Researchers are also consumers, however, and increasingly demand access to their information wherever they might be.

“The scholarly article in 140 characters? No!” Plenary 2 title

While publishers may have been slow off the mark, mobile access is increasing and ‘Apps’ are springing up apace.  Matt Rampone of HighWire gave an overview: in the UK in August this year, over 13% of total online use was via mobile – smartphones, tablets and also e-readers. iOS is the dominant operating system with Android coming up fast. PDF is the format of choice for readers. Average time spent on a site is about 50s (a little longer for a selection of Apps). Mobile usage has a doubling time of 12 months! Rampone’s advice:

  • Invest in mobile.
  • Invest in analytics (know your readers).
  • Create good experiences.

It is fairly clear that publishing on mobile platforms does not yet require a rebirth of the scholarly article but is essential if publishers are to keep pace with readers’ changing behaviours and does give the opportunity to organize and present content in new ways. We mustn’t forget, Tom Reding of BBC Worldwide reminded us, that we are in the business of insight, not journals. The carrot for embracing change is that mobile users are more willing to pay for additional services than desktop users.

Mark Ware’s presentation based on a series of case studies carried out for Outsell confirmed that publishing to mobile platforms is increasingly settling in with STM publishers, starting with the medical and healthcare areas but spreading more widely. The publishers involved included BMJ, Elsevier, Nature, OUP, Wiley-Blackwell and others. Beyond the technical and presentational issues are business ones such as authentication of a user who wants to access a website from a mobile device from within their institution or while on the move. The solutions for RSC Mobile and Oxford Journals Mobile are slightly different for example, and no doubt evolving in response to reader reaction.

Discoverability

There is a data deluge in scholarly publishing, suggested Sophia Ananiadou, chairing one session: information overload, but is that the right metaphor? The deluge is a feature of a system where increased research funding leads to increased publishable output and, even with the most rigorous peer review, to  a growing mountain of stored information. How do we retrieve the stuff we need to progress research further?

“The problem is not information overload, nor filter failure; it is discovery deficit.” Cameron Neylon following Clay Shirky

The issue is not a new one but the scale is, according to Harry Kaplanian, who took us back to card catalogues and OPACs before moving on to more contemporary techniques of finding and retrieving information. We have since moved on to web search, standard references, author generated key words, metadata, A&I services and aggregators to make searches more exhaustive and reliable. A lot is being learned and there is an increasing convergence. Publishers need to be prepared to serve a variety of reader types looking for information through a number of different ‘discovery channels’ (Simon Inger), and need to be on top of their user statistics so that they can better serve their readers and also share their user data with librarians to support their case (value added again).

Oxford University Press has its own Director of the Discoverability Programme, Robert Faber, charged with increasing discoverability of all OUP content across subject areas. This includes among others:

  • Free content outside the paywall – abstracts, keywords etc
  • Improved MARC programmes
  • Enhanced linking between products and services
  • New mobile sites for Oxford Journals
  • Optimized search engines
  • New approaches to library discovery services
  • Analytic tools for tracking user behaviour.

At the top of the tree is the Oxford index, a standardized description of every item of content in one place, an evolving Oxford interface and a way to create links and relationships between content elements.

We are beginning to move towards text and data mining, from a single publisher’s output towards the whole growing corpus of accumulated information, i.e. from looking for a single needle in one haystack to finding a collection of compatible needles in a whole field of haystacks. Anita de Waard, Director of Disruptive Technologies at Elsevier set the scene by talking about working with biologists on how scientists read, how computers read and how they might come together to discover relevant and reliable information rather than just isolated research papers. She sees an evolving future of research communication where researchers compile data, add metadata, overlay the whole thing with workflow tools, then create papers from this material in Google.doc accessible to editors and reviewers, all in the ‘cloud’. Publishers? – we provide the tools!

John McNaught from the National Centre for Text Mining illustrated some of the techniques for adding more value to discovery: natural language searching, searching for acronyms, checking for language nuances, looking for associations, all designed to peel away layer upon layer of increasing complexity to turn unstructured text into structured content linked to other knowledge.

“The value of a network is proportional to the square of the number of connected members.” Metcalfe’s law

Networking and the semantic web continue to be buzzwords. Information is dispersed in many different places. To make sense of it we need structure and context, a resource description framework that identifies objects and connects them, and the appropriate vocabulary. Knowledge networks – associated communities that work on specific topics, linking to move on to a different level – are the next level up from networks of individual papers and reports, according to Stefan Decker.

So what’s the problem?

All this is fascinating work going on at the moment in academic or similar institutions. So will all our problems be solved soon? Not in a hurry, according to Cameron Neylon of PLoS, unless publishers change their ways. The majority of publishers behave as broadcasters of information and are still not thinking of networks of people and tools. The tools publishers have provided are not adequate, and often licences prohibit text mining of material to which the reader already has access. This is an opportunity for publishers to produce premium services. The hardware tools – mobile devices – are already available and are powerful.

“Publishers are too focused on controlling access.” Cameron Neylon

The bottom line for all these speakers is open access, that is having metadata and full text freely accessible with licensing arrangements that permit text mining, if the dream of improved discoverability for researchers is to be achieved. If there is a straw in the wind pointing to how publishers policies may develop it is the recent agreement by ALPSP, STM and the Pharma Documentation Ring (PDR) on a new clause for the PDR Model Licence:

“Text and Data Mining (TDM): download, extract and index information from the Publisher’s Content to which the Subscriber has access under this Subscription Agreement. Where required, mount, load and integrate the results on a server used for the Subscriber’s text mining system and evaluate and interpret the TDM Output for access and use by Authorized Users. The Subscriber shall ensure compliance with Publisher's Usage policies, including security and technical access requirements. Text and data mining may be undertaken on either locally loaded Publisher Content or as mutually agreed.”

Similar sentiments, though in the context of mobile delivery, were expressed by Charlie Rapple later in the conference. Getting quite used to trying to shake audiences out of complacency, Charlie claimed that our users are not happy with us: we have not evolved products and services in line with how they have evolved. New ways of creating, evaluating, curating and distributing information are all around us. We need to win our users back or we will go out of business: if we don’t, someone else will take over!

“Our audience and their needs should direct our strategy.” Charlie Rapple

Critically this means starting with the audience rather than content or devices on which content is delivered. Find out what users need; look into and understand their workflows; deconstruct our content and integrate it with these workflows, making it interactive, relevant and ‘friction-free’.

Kurt Paulus, 2012
Book by Friday 9 August to avoid the late booking fee.

Monday, 20 May 2013

Text and Data Mining: International Perspectives, Licensing and Legal Aspects

Graham Taylor welcomes delegates
Licensing for text and data mining is a minefield for publishers. How do you use the technology? What are the implications of policy development in Europe and internationally? How do you ensure that your licenses are fair and practical?

Text and Data Mining: international perspectives, licensing and legal aspects, a Journals Publishers Forum seminar organised in conjunction with ALPSP, the Publishers Association and STM, gathered together a range of speakers to try and answer these questions. This is the first in a series of posts from the afternoon that provides a summary of the discussion.

Graham Taylor, founder of The Long Game consultancy and director of both the CLA and PLS, kicked off proceedings with a summary of text and data mining. It has been something of a political hot potato, but has recently settled down. He introduced Jonathan Clark from Jonathan Clark & Partners B.V., author of Text Mining and Scholarly Publishing report from PRC, who provided an overview of the 'What, Why and How?' of text and data mining.

Text mining is about mining or extracting the meaning from one or many articles. Sounds a lot like reading, right? Yes, but it's about a machine doing it. If you imagine that you were teaching a machine to read, how would you do it? You can provide formalised rules of grammar and language and teach the machine to read. The other way is a statistical, rule based approach. This is where you take as much text as is possible and tell it to read. Amazingly, machines do make up the rules and start to make sense of it. The best example is Google Translate. It achieves this by sitting on a vast amount of translated content that it searches to match particular phrases. Why is this important? Think of the way that scholarly communication is done and how it is structured. It is essentially to share facts and to shape opinions from them. Data mining is pretty much the domain of machines where you look for patterns and trends.

Why do text mining?

  1. Getting the facts out of the article, making them sensible and enhancing the text.
  2. Systematic literature review: machine reading faster and more of it than humans could ever do, and probably more accurately as well.
  3. Discovery: he referenced brainmap.org - completed manually and has become very important resource for researchers on brain scanning since)
  4. Computational linguistics research: the new rules about making research available
Eefke Smit is Director of Standards and Technology for STM and co-authored a study on Journal Article Mining on behalf of the Publishing Research Consortium. Historically there has been a mix of optimists and pessimists in text and data mining (TDM). 

The sceptics claim:
  • TDM has always over-promised
  • It is only in specialised fields
  • The tools are still complicated
  • It needs manual curation
  • There are high investments
  • It is domain dependent
  • There is no common dictionary
  • Subject to over ambition in the promise of knowledge discovery.
However, the optimists counter that:
  • There is a vast digital corpus available and growing
  • It has more and more application areas (business, legal, social, etc)
  • The tools are improving fast
  • Manual work is reduced
  • It can be public domain or domain precision
  • Processing power is less of a problem, analytical tools are better, visualisation adds to analysis.
There are some interesting insights into exactly how publishers approach text and data mining in the report as well as insight into what drives the requests. The third part of the report focused on cross-sector solutions to facilitate content mining better. Suggestions made by experts during the interviews included:
  1. standardization of content formats
  2. one content mining platform
  3. commonly agreed access terms
  4. one window for mining permissions
  5. collaboration with national libraries
It was interesting to note that most of the interviewed experts did not see open access as a related issue; access issues relate to datafile delivery or mining on the platform itself.

Richard Mollet on the latest policy
Richard Mollet, Chief Executive of the Publishers Association provided what he described as an 'aide memoir' of how the policy is tracking in the UK and the EU. Since Hargreaves report in 2011, and the UK Government's subsequent acceptance of all the recommendations, the Intellectual Property Office has been tasked with taking this forward. There is a proposed 'three step test' for text and data mining which will allow copying for purpose of analytic techniques. The caveats are: 
  1. the person already has a right to access under an existing agreement, NOT the ability to access;
  2. for sole purpose of non-commercial research; 
  3. the license may impose conditions of access to licenses or third party system (this allows the publisher to impose some restrictions to avoid degrading the whole system, for maintenance of some form of control).
There is a tension between the challenge of being able to do what is legal under copyright law, but when that is then prevented by a contract. This has made the translation from policy document to parliamentary language even more difficult and has hence been delayed. Due to this, but it's likely that this won't be UK legislation until October 2014.

In parallel, the European Commission has come to that view itself. There are stakeholder dialogue working groups that are trying to identify short term wins. One of these is on data and text mining: trying to ascertain does anyone want to do it and if so how do they want to do it. However, there are real tensions within the Commission with different positions between rights-holder communities who feel they can fix this, with significant work already underway, and the research community that believe the system is broken and needs a complete overhaul. The risk here is that it will move from dialogue to monologue, as researchers have indicated that any licensing solution - as opposed to the reopening of the Copyright Directive - will be insufficient for their purposes.