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      <p>The Third Louhi workshop followed Louhi 2008, held in Turku, Finland, and
Louhi 2010 co-located with the 11th North American Computational Linguistics
conference (NAACL) held in Los Angeles.</p>
      <p>The program committee invited contributions within the areas of text
processing of clinical documents, as well as intelligent re-use of clinical documents
and experience reports.</p>
      <p>The increased use of electronic health records makes obvious the mismatch
between the e ort invested in producing health text and ability to reuse content
for other purposes. Yet for the most part, the continuous and worldwide e ort
towards standardizing content, coding and structure of health documentation
has little support in clinical practice. In clinical work, the record is mainly
regarded as a support for information handover in speci c situations. Researchers,
administrators and the increasingly quality-aware patients and general public
would love to have an information model for healthcare, it is not realistic in the
short term: free text narratives are e cient and necessary for the clinicians.</p>
      <p>Within the area of text processing, few data repositories are so hard to
interpret and re-represent as clinical texts. Essentially, there are two points of attack
for improving the further use of health record content: during text production
and during retrieval or use. Towards attacking the problem of improving text
production, we wanted to attract workshop contributions related to the clinical
user interface. In particular, we sought research on interactive interfaces using
knowledge about discourse, processes, terminology, pragmatics, referents,
immediate disambiguation, tracking, coding, and structuring. The second point of
attack covers both use and retrieval. Clinical use includes such topics as language
generation, mixed source integration, information retrieval and search,
summarization, entailment and disambiguation. Secondary use/retrieval additionally
includes areas like sentiment analysis, machine learning and text mining, referent
management, removal of sensitive and identifying information, anonymization,
event detection and eScience support.</p>
      <p>Lastly, we were interested in speci c cases of record content use with new
functionality for the clinician and patient, for example machine translation,
guideline lookup, decision support, reasoning, publication lookup and case
comparison.</p>
      <p>The Louhi workshops have travelled between di erent host conferences, and
that re ects on the contributions. Last year's ACL-a liation may have spurred
a predominance of linguist/NLP-oriented papers, while the 2011-edition may be
a bit more on an AI-focused application and clinical side. This year's workshop
had 12 submissions. Each submission was reviewed by at least 2 members of the
committee, some by 3 members in two rounds.</p>
      <p>The committee decided to accept 9 papers. The program also includes an
invited keynote by Mor Peleg from the University of Haifa on \Futuristic Usage
of EHR Content by Clinical Guideline-based Decision-support Systems".</p>
      <p>The actual papers of the Louhi 2011 Workshop span a fairly wide scope and
cover di ering approaches. We hope that future workshops will continue to be an
important arena for exchange of ideas. Our goal is to use language technology
to improve re-use and overall usefulness of health record systems for diverse
languages and for di erent types of users. Health texts are too important to
be archived, they are the backbone of future patient-centered and high-quality
healthcare services.</p>
      <p>We would like to give a thank to EasyChair (www.easychair.org) for letting us
use their online conference managing system. We would also like to thank CEUR
Workshop Proceedings (CEUR-WS.org) for letting us publish these proceedings
at their servers.</p>
      <p>July 2011
Trondheim
ystein Nytr
Laura Slaughter</p>
      <p>Hans Moen</p>
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