{"id":"https://openalex.org/W4200503746","doi":"https://doi.org/10.1186/s12911-021-01715-3","title":"dfgcompare: a library to support process variant analysis through Markov models","display_name":"dfgcompare: a library to support process variant analysis through Markov models","publication_year":2021,"publication_date":"2021-12-01","ids":{"openalex":"https://openalex.org/W4200503746","doi":"https://doi.org/10.1186/s12911-021-01715-3","pmid":"https://pubmed.ncbi.nlm.nih.gov/34930223"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-021-01715-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-021-01715-3","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-021-01715-3","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-021-01715-3","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087465192","display_name":"Amin Jalali","orcid":"https://orcid.org/0000-0002-6633-8587"},"institutions":[{"id":"https://openalex.org/I161593684","display_name":"Stockholm University","ror":"https://ror.org/05f0yaq80","country_code":"SE","type":"education","lineage":["https://openalex.org/I161593684"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Amin Jalali","raw_affiliation_strings":["Department of Computer and Systems Sciences (DSV), Stockholm University, 16407, Stockholm, Sweden. aj@dsv.su.se","Department of Computer and Systems Sciences (DSV), Stockholm University, 16407, Stockholm, Sweden"],"raw_orcid":"https://orcid.org/0000-0002-6633-8587","affiliations":[{"raw_affiliation_string":"Department of Computer and Systems Sciences (DSV), Stockholm University, 16407, Stockholm, Sweden. aj@dsv.su.se","institution_ids":["https://openalex.org/I161593684"]},{"raw_affiliation_string":"Department of Computer and Systems Sciences (DSV), Stockholm University, 16407, Stockholm, Sweden","institution_ids":["https://openalex.org/I161593684"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028109093","display_name":"Paul Johannesson","orcid":"https://orcid.org/0000-0002-7416-8725"},"institutions":[{"id":"https://openalex.org/I161593684","display_name":"Stockholm University","ror":"https://ror.org/05f0yaq80","country_code":"SE","type":"education","lineage":["https://openalex.org/I161593684"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Paul Johannesson","raw_affiliation_strings":["Department of Computer and Systems Sciences (DSV), Stockholm University, 16407, Stockholm, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Systems Sciences (DSV), Stockholm University, 16407, Stockholm, Sweden","institution_ids":["https://openalex.org/I161593684"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058994064","display_name":"Erik Perjons","orcid":"https://orcid.org/0000-0001-9044-5836"},"institutions":[{"id":"https://openalex.org/I161593684","display_name":"Stockholm University","ror":"https://ror.org/05f0yaq80","country_code":"SE","type":"education","lineage":["https://openalex.org/I161593684"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Erik Perjons","raw_affiliation_strings":["Department of Computer and Systems Sciences (DSV), Stockholm University, 16407, Stockholm, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Systems Sciences (DSV), Stockholm University, 16407, Stockholm, Sweden","institution_ids":["https://openalex.org/I161593684"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002222103","display_name":"Ylva Askfors","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135665","display_name":"Stockholm Health Care Services","ror":"https://ror.org/04d5f4w73","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I2801939835","https://openalex.org/I4210135665"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Ylva Askfors","raw_affiliation_strings":["Health and Medical Care Administration, Region Stockholm, 10431, Stockholm, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health and Medical Care Administration, Region Stockholm, 10431, Stockholm, Sweden","institution_ids":["https://openalex.org/I4210135665"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080028712","display_name":"Abdolazim Rezaei Kalladj","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135665","display_name":"Stockholm Health Care Services","ror":"https://ror.org/04d5f4w73","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I2801939835","https://openalex.org/I4210135665"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Abdolazim Rezaei Kalladj","raw_affiliation_strings":["Health and Medical Care Administration, Region Stockholm, 10431, Stockholm, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health and Medical Care Administration, Region Stockholm, 10431, Stockholm, Sweden","institution_ids":["https://openalex.org/I4210135665"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053356730","display_name":"Tero Shemeikka","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135665","display_name":"Stockholm Health Care Services","ror":"https://ror.org/04d5f4w73","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I2801939835","https://openalex.org/I4210135665"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Tero Shemeikka","raw_affiliation_strings":["Health and Medical Care Administration, Region Stockholm, 10431, Stockholm, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health and Medical Care Administration, Region Stockholm, 10431, Stockholm, Sweden","institution_ids":["https://openalex.org/I4210135665"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076522486","display_name":"Anik\u00f3 V\u00e9g","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135665","display_name":"Stockholm Health Care Services","ror":"https://ror.org/04d5f4w73","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I2801939835","https://openalex.org/I4210135665"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Anik\u00f3 V\u00e9g","raw_affiliation_strings":["Health and Medical Care Administration, Region Stockholm, 10431, Stockholm, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health and Medical Care Administration, Region Stockholm, 10431, Stockholm, Sweden","institution_ids":["https://openalex.org/I4210135665"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5087465192"],"corresponding_institution_ids":["https://openalex.org/I161593684"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":0.4373,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.70912533,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"21","issue":"1","first_page":"356","last_page":"356"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.5698999762535095,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.5698999762535095,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.016899999231100082,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.0142000000923872,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.7383648157119751},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6522585153579712},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.49933791160583496},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.4250907897949219},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3882032334804535},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.32905203104019165},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2017401158809662},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.18788626790046692},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1699678897857666},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.14493831992149353},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.10000580549240112}],"concepts":[{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.7383648157119751},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6522585153579712},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.49933791160583496},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.4250907897949219},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3882032334804535},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.32905203104019165},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2017401158809662},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.18788626790046692},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1699678897857666},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.14493831992149353},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.10000580549240112}],"mesh":[{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008390","descriptor_name":"Markov Chains","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011336","descriptor_name":"Probability","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011336","descriptor_name":"Probability","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011336","descriptor_name":"Probability","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-021-01715-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-021-01715-3","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-021-01715-3","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:34930223","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34930223","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:doaj.org/article:c5a2eed47fb0467abed6f1a519bbf5ed","is_oa":true,"landing_page_url":"https://doaj.org/article/c5a2eed47fb0467abed6f1a519bbf5ed","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 21, Iss 1, Pp 1-13 (2021)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8686257","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8686257","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12911-021-01715-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-021-01715-3","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-021-01715-3","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322570","display_name":"Stockholms L\u00e4ns Landsting","ror":"https://ror.org/02zrae794"},{"id":"https://openalex.org/F4320325669","display_name":"Stockholms Universitet","ror":"https://ror.org/05f0yaq80"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200503746.pdf","grobid_xml":"https://content.openalex.org/works/W4200503746.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W843324315","https://openalex.org/W1505286106","https://openalex.org/W1842718284","https://openalex.org/W1857303063","https://openalex.org/W1963875561","https://openalex.org/W2003225153","https://openalex.org/W2004865374","https://openalex.org/W2047731840","https://openalex.org/W2103037286","https://openalex.org/W2109850996","https://openalex.org/W2147138905","https://openalex.org/W2170917993","https://openalex.org/W2271840356","https://openalex.org/W2336445786","https://openalex.org/W2513174354","https://openalex.org/W2522271981","https://openalex.org/W2563529195","https://openalex.org/W2611505968","https://openalex.org/W2617050316","https://openalex.org/W2755946838","https://openalex.org/W2779421804","https://openalex.org/W2786094468","https://openalex.org/W2790461013","https://openalex.org/W2796289399","https://openalex.org/W2798361810","https://openalex.org/W2800841519","https://openalex.org/W2898940207","https://openalex.org/W2921310504","https://openalex.org/W2937310067","https://openalex.org/W2981964186","https://openalex.org/W2990562632","https://openalex.org/W3003245753","https://openalex.org/W3007543442","https://openalex.org/W3032960268","https://openalex.org/W3036767319","https://openalex.org/W3083294935","https://openalex.org/W3094071262","https://openalex.org/W3157705513","https://openalex.org/W4206405501","https://openalex.org/W4243932450","https://openalex.org/W4250137339","https://openalex.org/W6675354045"],"related_works":["https://openalex.org/W1660242800","https://openalex.org/W2077211377","https://openalex.org/W3152686072","https://openalex.org/W1006270037","https://openalex.org/W3129238073","https://openalex.org/W2056274461","https://openalex.org/W162527578","https://openalex.org/W2517044585","https://openalex.org/W2354828774","https://openalex.org/W2139331289"],"abstract_inverted_index":{"BACKGROUND:":[0],"Data-driven":[1],"process":[2,27,30,50,58,102,132,160,173],"analysis":[3,15,20,91],"is":[4,16,85,109,113,136],"an":[5,86,98,116],"important":[6,87],"area":[7],"that":[8,153,167],"relies":[9],"on":[10,54,77],"software":[11,46],"support.":[12],"Process":[13],"variant":[14],"a":[17,44],"sort":[18],"of":[19,57,80,159],"technique":[21],"in":[22,67,92,146,162],"which":[23,84],"analysts":[24],"compare":[25,101,131,140],"executed":[26],"variants,":[28],"a.k.a.":[29],"cohorts.":[31,133,174],"This":[32,95,122],"comparison":[33,52,75,158],"can":[34,124],"help":[35],"to":[36,48,100,130,139],"identify":[37],"insights":[38],"for":[39,89],"improving":[40],"processes.":[41],"There":[42],"are":[43,65],"few":[45],"supports":[47,169],"enable":[49],"cohort":[51,68,74,90],"based":[53,76],"the":[55,78,147,154,157],"frequencies":[56],"activities":[59],"and":[60,111],"performance":[61],"metrics.":[62],"These":[63],"metrics":[64],"effective":[66],"analysis,":[69],"but":[70],"they":[71],"cannot":[72],"support":[73],"probability":[79],"transitions":[81],"among":[82,172],"states,":[83],"enabler":[88],"healthcare.":[93],"RESULTS:":[94],"paper":[96],"defines":[97],"approach":[99,108,155],"cohorts":[103,161],"using":[104],"Markov":[105],"models.":[106],"The":[107,134,150],"formalized,":[110],"it":[112],"implemented":[114],"as":[115],"open-source":[117],"python":[118],"library,":[119],"named":[120],"dfgcompare.":[121],"library":[123],"be":[125],"used":[126,138],"by":[127],"other":[128],"researchers":[129],"implementation":[135],"also":[137],"caregivers'":[141],"behavior":[142],"when":[143],"prescribing":[144],"drugs":[145],"Stockholm":[148],"Region.":[149],"result":[151],"shows":[152],"enables":[156],"practice.":[163],"CONCLUSIONS:":[164],"We":[165],"conclude":[166],"dfgcompare":[168],"identifying":[170],"differences":[171]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
