Conversion of STOPP/START version 2 into coded algorithms for software implementation: A multidisciplinary consensus procedure

•Computerized screening tools support clinicians in reducing inappropriate prescribing.•STOPP/START criteria were converted into coded algorithms modeled as inference rules.•Multidisciplinary consensus facilitates universal interpretation of ambiguous criteria. The rapid digitalization of medical pr...

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Published inInternational journal of medical informatics (Shannon, Ireland) Vol. 125; pp. 110 - 117
Main Authors Huibers, Corlina J.A., Sallevelt, Bastiaan T.G.M., de Groot, Dominique A., Boer, Maarten J., van Campen, Jos P.C.M., Davids, Cathelijn J., Hugtenburg, Jacqueline G., Vermeulen Windsant-Van den Tweel, Annemieke M.A., van Hout, Hein P.J., van Marum, Rob J., Meulendijk, Michiel C.
Format Journal Article
LanguageEnglish
Published Ireland Elsevier B.V 01.05.2019
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Online AccessGet full text
ISSN1386-5056
1872-8243
1872-8243
DOI10.1016/j.ijmedinf.2018.12.010

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Abstract •Computerized screening tools support clinicians in reducing inappropriate prescribing.•STOPP/START criteria were converted into coded algorithms modeled as inference rules.•Multidisciplinary consensus facilitates universal interpretation of ambiguous criteria. The rapid digitalization of medical practice has attracted growing interest in developing software applications for clinical guidelines and explicit screening tools to detect potentially inappropriate prescribing, such as STOPP/START criteria. The aim of the current study was to develop and provide logically unambiguous algorithms of STOPP/START criteria version 2, encoded with international disease and medication classification codes, to facilitate the development of software applications for multiple purposes. A four round multidisciplinary consensus and validation procedure was conducted to develop implementable coded algorithms for software applications of STOPP/START criteria version 2, based on ICD, ICPC, LOINC and ATC classification databases. Consensus was reached for all 34 START criteria and 76 out of 80 STOPP criteria. The resulting 110 algorithms, modeled as inference rules in decision tables, are provided as supplementary data. This is the first study providing implementable algorithms for software applications based on STOPP/START version 2, validated in a computer decision support system. These algorithms could serve as a template for applying STOPP/START criteria version 2 to any software application, allowing for adaptations of the included ICD, ICPC and ATC codes and changing the cut-off levels for laboratory measurements to match local guidelines or clinical expertise.
AbstractList •Computerized screening tools support clinicians in reducing inappropriate prescribing.•STOPP/START criteria were converted into coded algorithms modeled as inference rules.•Multidisciplinary consensus facilitates universal interpretation of ambiguous criteria. The rapid digitalization of medical practice has attracted growing interest in developing software applications for clinical guidelines and explicit screening tools to detect potentially inappropriate prescribing, such as STOPP/START criteria. The aim of the current study was to develop and provide logically unambiguous algorithms of STOPP/START criteria version 2, encoded with international disease and medication classification codes, to facilitate the development of software applications for multiple purposes. A four round multidisciplinary consensus and validation procedure was conducted to develop implementable coded algorithms for software applications of STOPP/START criteria version 2, based on ICD, ICPC, LOINC and ATC classification databases. Consensus was reached for all 34 START criteria and 76 out of 80 STOPP criteria. The resulting 110 algorithms, modeled as inference rules in decision tables, are provided as supplementary data. This is the first study providing implementable algorithms for software applications based on STOPP/START version 2, validated in a computer decision support system. These algorithms could serve as a template for applying STOPP/START criteria version 2 to any software application, allowing for adaptations of the included ICD, ICPC and ATC codes and changing the cut-off levels for laboratory measurements to match local guidelines or clinical expertise.
The rapid digitalization of medical practice has attracted growing interest in developing software applications for clinical guidelines and explicit screening tools to detect potentially inappropriate prescribing, such as STOPP/START criteria. The aim of the current study was to develop and provide logically unambiguous algorithms of STOPP/START criteria version 2, encoded with international disease and medication classification codes, to facilitate the development of software applications for multiple purposes. A four round multidisciplinary consensus and validation procedure was conducted to develop implementable coded algorithms for software applications of STOPP/START criteria version 2, based on ICD, ICPC, LOINC and ATC classification databases. Consensus was reached for all 34 START criteria and 76 out of 80 STOPP criteria. The resulting 110 algorithms, modeled as inference rules in decision tables, are provided as supplementary data. This is the first study providing implementable algorithms for software applications based on STOPP/START version 2, validated in a computer decision support system. These algorithms could serve as a template for applying STOPP/START criteria version 2 to any software application, allowing for adaptations of the included ICD, ICPC and ATC codes and changing the cut-off levels for laboratory measurements to match local guidelines or clinical expertise.
The rapid digitalization of medical practice has attracted growing interest in developing software applications for clinical guidelines and explicit screening tools to detect potentially inappropriate prescribing, such as STOPP/START criteria. The aim of the current study was to develop and provide logically unambiguous algorithms of STOPP/START criteria version 2, encoded with international disease and medication classification codes, to facilitate the development of software applications for multiple purposes.BACKGROUNDThe rapid digitalization of medical practice has attracted growing interest in developing software applications for clinical guidelines and explicit screening tools to detect potentially inappropriate prescribing, such as STOPP/START criteria. The aim of the current study was to develop and provide logically unambiguous algorithms of STOPP/START criteria version 2, encoded with international disease and medication classification codes, to facilitate the development of software applications for multiple purposes.A four round multidisciplinary consensus and validation procedure was conducted to develop implementable coded algorithms for software applications of STOPP/START criteria version 2, based on ICD, ICPC, LOINC and ATC classification databases.METHODSA four round multidisciplinary consensus and validation procedure was conducted to develop implementable coded algorithms for software applications of STOPP/START criteria version 2, based on ICD, ICPC, LOINC and ATC classification databases.Consensus was reached for all 34 START criteria and 76 out of 80 STOPP criteria. The resulting 110 algorithms, modeled as inference rules in decision tables, are provided as supplementary data.RESULTSConsensus was reached for all 34 START criteria and 76 out of 80 STOPP criteria. The resulting 110 algorithms, modeled as inference rules in decision tables, are provided as supplementary data.This is the first study providing implementable algorithms for software applications based on STOPP/START version 2, validated in a computer decision support system. These algorithms could serve as a template for applying STOPP/START criteria version 2 to any software application, allowing for adaptations of the included ICD, ICPC and ATC codes and changing the cut-off levels for laboratory measurements to match local guidelines or clinical expertise.CONCLUSIONThis is the first study providing implementable algorithms for software applications based on STOPP/START version 2, validated in a computer decision support system. These algorithms could serve as a template for applying STOPP/START criteria version 2 to any software application, allowing for adaptations of the included ICD, ICPC and ATC codes and changing the cut-off levels for laboratory measurements to match local guidelines or clinical expertise.
Author Huibers, Corlina J.A.
de Groot, Dominique A.
van Hout, Hein P.J.
van Marum, Rob J.
van Campen, Jos P.C.M.
Hugtenburg, Jacqueline G.
Sallevelt, Bastiaan T.G.M.
Meulendijk, Michiel C.
Davids, Cathelijn J.
Boer, Maarten J.
Vermeulen Windsant-Van den Tweel, Annemieke M.A.
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  givenname: Bastiaan T.G.M.
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  givenname: Annemieke M.A.
  surname: Vermeulen Windsant-Van den Tweel
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  surname: van Marum
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  givenname: Michiel C.
  surname: Meulendijk
  fullname: Meulendijk, Michiel C.
  organization: Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, the Netherlands
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Keywords International classification of medication and disease
Explicit screening tool
Computer decision support system
Algorithm
START STOPP criteria
Inappropriate prescribing
Language English
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Snippet •Computerized screening tools support clinicians in reducing inappropriate prescribing.•STOPP/START criteria were converted into coded algorithms modeled as...
The rapid digitalization of medical practice has attracted growing interest in developing software applications for clinical guidelines and explicit screening...
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SubjectTerms Algorithm
Computer decision support system
Explicit screening tool
Inappropriate prescribing
International classification of medication and disease
START STOPP criteria
Title Conversion of STOPP/START version 2 into coded algorithms for software implementation: A multidisciplinary consensus procedure
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https://dx.doi.org/10.1016/j.ijmedinf.2018.12.010
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