Workshop: AI techniques in healthcare: evidence-based guidelines and protocols,
Riva del Garda, Italy, 29 August 2006 |
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AI techniques in healthcare
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Topics |
Papers and presentations
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| Other methods
and models for guideline development |
A. Hommersom, P. Groot, P. Lucas, M. Marcos, B. Martinez-Salvador
A Constraint-based Approach to Medical Guidelines and Protocols
Abstract:
"Medical guidelines and protocols are documents aimed
at improving the quality of medical care by offering support in medical
decision making in the form of management recommendations
based on scientific evidence. Whereas medical guidelines are intended
for nationwide use, and thus omit medical management details
that may differ among hospitals, medical protocols are aimed
at local use within hospitals and, therefore, include detailed information.
Although a medical guideline and protocol concerning the
management of a particular disorder are related to each other, one
question is to what extent they are different. Formal methods are applied
to shed light on this issue. A Dutch medical guideline regarding
the treatment of breast cancer, and a Dutch protocol based on it, are
taken as an example."
[Paper ]
[Presentation ]
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J. Lahtinen, P. Myllymäki, O. Ryynänen
P-Course: Medical Applications of Bayesian Classification with Informative
Priors
Abstract:
"B-Course is a web-based data analysis service for
Bayesian modeling. Although already in use by researchers from
many scienti.c disciplines, the current version of B-Course does not
allow domain experts to incorporate prior knowledge into the system,
but the models are constructed from sample data only by using
machine learning techniques. P-Course is an attempt to modify BCourse
so that domain knowledge can be expressed in form of priors,
which are then combined with the statistical data. The current
version of P-Course is designed for supervised classi.cation problems.
We discuss the design principles of the P-Course system and
demonstrate its usefulness by using real-world examples from the
medical domain."
[Paper ]
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Y-L. O
Model-based guideline development for symptom-based indications
Abstract:
"This work proposes a model-based guideline development
method for complex diagnostic and treatment policies, for instance
for symptom-based indications.
An influence diagram has advantages for the development of
outcome-based guidelines, because it provides an explicit link between
the policies and these outcomes. A Bayesian network has
a strong inference capability, suitable for complex symptom-based
medical diagnostic modelling incorporating many diseases. However,
neither supports temporal sequences.
The modelling of symptom-based indications for guideline distillation
can be supported by imposing a strict structure and a strict
order. A further extension is the user interface for evaluation and
ranking of the probabilities, policies, and the resulting outcomes.
Instead of seeking for the best solution, the guideline is distilled
by ranking these outcomes with respect to the treatment, anatomic
region and pathology, and the generally expected outcome if treated
properly. The proposed guideline distillation method is expected to
improve the development, and therefore the quality of the guidelines."
[Paper ]
[Presentation ]
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M. Taboada, J. Des, D. Martinez, J. Mira
A study of applying knowledge modelling to evidence-based guidelines
Abstract:
"This paper reports on a case-study of applying the general
purpose and widely accepted methodology CommonKADS to
a clinical practice guideline. CommonKADS is focussed on obtaining
a compact knowledge model. However, guidelines usually contain
incomplete and ambiguous knowledge. So, the resulting knowledge
model will be incomplete and we will need to detect what parts
of the guideline knowledge are missing. A complementary alternative,
which we propose in this work, is to reconstruct the process of
knowledge model construction, proposed by CommonKADS, in order
to force the knowledge engineer to keep the transformation paths
during knowledge modelling. That is to say, we propose to establish
explicit mappings between the original medical texts and the knowledge
model, storing these correspondences in a structured way. This
alternative will reduce the existing gap between natural language representation
and the corresponding knowledge model."
[Paper ]
[Presentation ]
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V. Pittet, B. Burnand, J. Vader
Electronic contributions to the use of nominal group techniques in guidelines development
Abstract:
"Nominal group techniques have been used to evaluate
and improve quality of care for several decades. The most [significant] of these
is the RAND/UCLA appropriateness method, which seeks to
combine evidence from the literature with a systematic
quantification of experience of recognized multidisciplinary
clinical experts. The method is finding increasing application in
areas other than merely developing criteria to assess the
appropriateness of healthcare indications, for which it was
originally developed. This paper presents the method and various
electronic enhancements and developments: the ability for experts
to vote in real-time, the ability to make available detailed
appropriateness criteria on the web or at point-of-care, and how to
move from appropriateness criteria to clinical guidelines.
Advantages and limits of the method are discussed as will
prospects for applying the method to other areas of guidelines
development: including defining priorities and validating specific
recommendations.1"
[Paper ]
[Presentation ]
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F. Chesani, A. Ciampolini, P. Mello, M. Montali, S. Storari
Testing Guidelines Conformance by translating a Graphical Language to Computational Logic
Abstract:
"In this work we present GOSpeL, a simple graphical language
for modeling guidelines in a flow-chart fashion, and an algorithm
capable of translating a GOSpeL model to a formal language
based on computational logic and abductive logic programming in
particular. The main advantage of this formalism lies in its operational
proof-theoretic counterpart, which is able to verify the conformance
of a given guideline execution w.r.t. the model, both at runtime
or a posteriori. The feasibility of the approach has been tested
on fragments of cancer screening protocols."
[Paper ]
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| Critiquing systems |
R. Sips, L. Braun, N. Roos
Applying intention-based guidelines for critiquing
Abstract:
"This paper investigates the combination of expert critiquing
systems and formal medical guidelines. Medical guidelines
might serve as a suitable basis for an expert critiquing system because
of the ongoing acceptance of medical guidelines and the rise of both
evidence-based practice and evidence-based guidelines. A prerequisite
for a critiquing system based on medical guidelines is the ability
to match the actions a physician performs in practice to actions prescribed
by a guideline. Previous research has shown that this is quite
difficult, due to the fact that computerized systems are unable to handle
deviations from a guideline, which are common in the medical
domain. Our solution to this problem is based on extracting the intention
underlying a physician’s action and uses the intention as the
basis for matching performed actions to prescribed actions. We propose
an algorithm for an intention-based matching process and we
evaluate the matching algorithm on 12 cases of hyperbilirubinemia
in healthy term newborns."
[Paper ]
[Presentation ]
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| Guideline
implementation |
I. Sørby, Ø. Nytrø, T. Røst
Empirical Grounding of Guideline Implementation in Cooperative Clinical
Care Situations
Abstract:
"Clinical practice guidelines and protocols are designed
in order to fulfill the goals of EBM and to achieve best practice in
care and treatment. These idealized decision process models present
a highly abstract view of actual clinical practice. In this paper, we
discuss how methodical observations of clinical care situations and
trajectories of care activities can be used to study and improve guideline
implementation, the process of transforming a guideline into a
plan for clinical work. This is a step towards an ideal empirically
grounded guideline lifecycle. We present a framework and concepts
for representing observable attributes of situations, actors and action
trajectories. The example data that are presented in the paper
are taken from an observational study at a local hospital."
[Paper ]
[Presentation ]
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| Integration of DSSs with EPRs |
J. Komulainen, I. Kunnamo, P. Nyberg, M. Kaila, T. Mäntyranta, M. Korhonen
Developing an Evidence Based Medicine Decision Support System Integrated
with EPRs Utilizing Standard Data Elements
Abstract:
"We describe an evidence-based medicine decision
support service currently under construction. The system will
utilise data from various electronic patient records, compatible
with the Finnish national EPR standards. The technological
architecture is based on SOAP messages over http, and open
standard interfaces. Databases for the decision support are
targeted for both primary and secondary health care, and include
data relevant for doctors, nurses and other health care
professionals. To ensure the high quality of the decision support,
the databases will be centrally managed, including the evidence-base,
functional descriptions, computer-readable scripts, and
their metadata."
[Paper ]
[Presentation ]
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| Guideline systems |
D. Dominguez, T. Meneu, J. Mocholi, R. Serafin
Medical Guidelines for the Patient: Introducing the Life Assistance Protocols
Abstract:
"This paper introduces our preliminary results in the modeling
of Life Assistance Protocols, a new vision of medical guidelines
and protocols through the lenses of p-Health. In this context
the patient's role in the process is emphasized, the actions to be performed
less defined and not only clinical situations considered, but
also healthier lifestyle promotion processes accounted for, where the
person's preferences and motivations play a key role.
We propose a complete framework, balancing on classical clinical
guideline models and covering both the theoretical and the practical
aspects of the problem, describing it from conceptualization to the
execution environment."
[Paper ]
[Presentation ]
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S. Kersten, J. van den Bogert
Oncoline: an Online Database for Consultation of Cancer Clinical Practice
Guidelines
Abstract:
"Oncoline is an easy-to-use online database developed to provide health professionals in cancer care with up-to-date cancer clinical practice guidelines and care practice guidelines."
[Paper ]
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| acknowledgements |
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| page history |
Entry in directory: 01 September 2006
Last main update: 15 September 2006 |
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