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 in | International journal of medical informatics (Shannon, Ireland) Vol. 125; pp. 110 - 117 | 
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| Main Authors | , , , , , , , , , , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
        Ireland
          Elsevier B.V
    
        01.05.2019
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| Subjects | |
| Online Access | Get full text | 
| ISSN | 1386-5056 1872-8243 1872-8243  | 
| DOI | 10.1016/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. | 
    
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| 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.  | 
    
| Author_xml | – sequence: 1 givenname: Corlina J.A. surname: Huibers fullname: Huibers, Corlina J.A. email: c.j.a.huibers-3@umcutrecht.nl organization: Department of Geriatric Medicine, University Medical Center Utrecht, Utrecht, the Netherlands – sequence: 2 givenname: Bastiaan T.G.M. surname: Sallevelt fullname: Sallevelt, Bastiaan T.G.M. organization: Department of Clinical Pharmacy, University Medical Center Utrecht, Utrecht, the Netherlands – sequence: 3 givenname: Dominique A. surname: de Groot fullname: de Groot, Dominique A. organization: Department of General Practice and Elderly Care Medicine, VU University Medical Center, Amsterdam, the Netherlands – sequence: 4 givenname: Maarten J. surname: Boer fullname: Boer, Maarten J. organization: Medical Consultant, Expertdoc, Rotterdam, the Netherlands – sequence: 5 givenname: Jos P.C.M. surname: van Campen fullname: van Campen, Jos P.C.M. organization: Department of Geriatric Medicine, Slotervaart Hospital, Amsterdam, the Netherlands – sequence: 6 givenname: Cathelijn J. orcidid: 0000-0002-9200-8207 surname: Davids fullname: Davids, Cathelijn J. organization: Department of Geriatric Medicine, Slotervaart Hospital, Amsterdam, the Netherlands – sequence: 7 givenname: Jacqueline G. surname: Hugtenburg fullname: Hugtenburg, Jacqueline G. organization: Department of Clinical Pharmacology and Pharmacy, VU university Medical Center, Amsterdam, the Netherlands – sequence: 8 givenname: Annemieke M.A. surname: Vermeulen Windsant-Van den Tweel fullname: Vermeulen Windsant-Van den Tweel, Annemieke M.A. organization: ZANOB, Hertogenbosch, the Netherlands – sequence: 9 givenname: Hein P.J. surname: van Hout fullname: van Hout, Hein P.J. organization: Department of General Practice and Elderly Care Medicine, VU University Medical Center, Amsterdam, the Netherlands – sequence: 10 givenname: Rob J. orcidid: 0000-0003-4292-532X surname: van Marum fullname: van Marum, Rob J. organization: Department of General Practice and Elderly Care Medicine, VU University Medical Center, Amsterdam, the Netherlands – sequence: 11 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  | 
    
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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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