{"id":"https://openalex.org/W4403674203","doi":"https://doi.org/10.1038/s41746-024-01297-0","title":"Process mining in mHealth data analysis","display_name":"Process mining in mHealth data analysis","publication_year":2024,"publication_date":"2024-10-23","ids":{"openalex":"https://openalex.org/W4403674203","doi":"https://doi.org/10.1038/s41746-024-01297-0","pmid":"https://pubmed.ncbi.nlm.nih.gov/39443677"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-024-01297-0","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01297-0","pdf_url":"https://www.nature.com/articles/s41746-024-01297-0.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-024-01297-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007338190","display_name":"Michael Winter","orcid":"https://orcid.org/0000-0003-2561-7923"},"institutions":[{"id":"https://openalex.org/I25974101","display_name":"University of W\u00fcrzburg","ror":"https://ror.org/00fbnyb24","country_code":"DE","type":"education","lineage":["https://openalex.org/I25974101"]},{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Michael Winter","raw_affiliation_strings":["Institute of Clinical Epidemiology and Biometry, University of W\u00fcrzburg, W\u00fcrzburg, Germany. michael.winter@uni-wuerzburg.de","Institute of Medical Data Science, University Hospital of W\u00fcrzburg, W\u00fcrzburg, Germany. michael.winter@uni-wuerzburg.de","Institute of Clinical Epidemiology and Biometry, University of W\u00fcrzburg, W\u00fcrzburg, Germany"],"raw_orcid":"https://orcid.org/0000-0003-2561-7923","affiliations":[{"raw_affiliation_string":"Institute of Clinical Epidemiology and Biometry, University of W\u00fcrzburg, W\u00fcrzburg, Germany. michael.winter@uni-wuerzburg.de","institution_ids":["https://openalex.org/I25974101"]},{"raw_affiliation_string":"Institute of Medical Data Science, University Hospital of W\u00fcrzburg, W\u00fcrzburg, Germany. michael.winter@uni-wuerzburg.de","institution_ids":["https://openalex.org/I4210126310","https://openalex.org/I25974101"]},{"raw_affiliation_string":"Institute of Clinical Epidemiology and Biometry, University of W\u00fcrzburg, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I25974101"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064104774","display_name":"Berthold Langguth","orcid":"https://orcid.org/0000-0002-7066-510X"},"institutions":[{"id":"https://openalex.org/I60668342","display_name":"University of Regensburg","ror":"https://ror.org/01eezs655","country_code":"DE","type":"education","lineage":["https://openalex.org/I60668342"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Berthold Langguth","raw_affiliation_strings":["Department of Psychiatry and Psychotherapy, University of Regensburg, Regensburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-7066-510X","affiliations":[{"raw_affiliation_string":"Department of Psychiatry and Psychotherapy, University of Regensburg, Regensburg, Germany","institution_ids":["https://openalex.org/I60668342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065508660","display_name":"Winfried Schlee","orcid":"https://orcid.org/0000-0001-7942-1788"},"institutions":[{"id":"https://openalex.org/I4210129390","display_name":"OST - Ostschweizer Fachhochschule","ror":"https://ror.org/038mj2660","country_code":"CH","type":"education","lineage":["https://openalex.org/I4210129390"]},{"id":"https://openalex.org/I4210145378","display_name":"University of Applied Sciences St. Gallen","ror":"https://ror.org/049bwzr51","country_code":"CH","type":"education","lineage":["https://openalex.org/I4210145378"]},{"id":"https://openalex.org/I60668342","display_name":"University of Regensburg","ror":"https://ror.org/01eezs655","country_code":"DE","type":"education","lineage":["https://openalex.org/I60668342"]}],"countries":["CH","DE"],"is_corresponding":false,"raw_author_name":"Winfried Schlee","raw_affiliation_strings":["Department of Psychiatry and Psychotherapy, University of Regensburg, Regensburg, Germany","Eastern Switzerland University of Applied Sciences, St. Gallen, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry and Psychotherapy, University of Regensburg, Regensburg, Germany","institution_ids":["https://openalex.org/I60668342"]},{"raw_affiliation_string":"Eastern Switzerland University of Applied Sciences, St. Gallen, Switzerland","institution_ids":["https://openalex.org/I4210145378","https://openalex.org/I4210129390"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015213318","display_name":"R\u00fcdiger Pryss","orcid":"https://orcid.org/0000-0003-1522-785X"},"institutions":[{"id":"https://openalex.org/I25974101","display_name":"University of W\u00fcrzburg","ror":"https://ror.org/00fbnyb24","country_code":"DE","type":"education","lineage":["https://openalex.org/I25974101"]},{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"R\u00fcdiger Pryss","raw_affiliation_strings":["Institute of Clinical Epidemiology and Biometry, University of W\u00fcrzburg, W\u00fcrzburg, Germany","Institute of Medical Data Science, University Hospital of W\u00fcrzburg, W\u00fcrzburg, Germany"],"raw_orcid":"https://orcid.org/0000-0003-1522-785X","affiliations":[{"raw_affiliation_string":"Institute of Clinical Epidemiology and Biometry, University of W\u00fcrzburg, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I25974101"]},{"raw_affiliation_string":"Institute of Medical Data Science, University Hospital of W\u00fcrzburg, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I4210126310"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5007338190"],"corresponding_institution_ids":["https://openalex.org/I25974101","https://openalex.org/I4210126310"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":5.1129,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.95686338,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"7","issue":"1","first_page":"299","last_page":"299"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9969000220298767,"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":0.9969000220298767,"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/T11719","display_name":"Data Quality and Management","score":0.9639000296592712,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mhealth","display_name":"mHealth","score":0.7316563129425049},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.7112468481063843},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6620720028877258},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6071232557296753},{"id":"https://openalex.org/keywords/process-mining","display_name":"Process mining","score":0.5437501668930054},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5248846411705017},{"id":"https://openalex.org/keywords/complement","display_name":"Complement (music)","score":0.5164054036140442},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4115637242794037},{"id":"https://openalex.org/keywords/work-in-process","display_name":"Work in process","score":0.2685609459877014},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22292986512184143},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18614980578422546},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.14749327301979065},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.07698258757591248}],"concepts":[{"id":"https://openalex.org/C2779363104","wikidata":"https://www.wikidata.org/wiki/Q17069079","display_name":"mHealth","level":3,"score":0.7316563129425049},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.7112468481063843},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6620720028877258},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6071232557296753},{"id":"https://openalex.org/C124670913","wikidata":"https://www.wikidata.org/wiki/Q2608526","display_name":"Process mining","level":5,"score":0.5437501668930054},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5248846411705017},{"id":"https://openalex.org/C112313634","wikidata":"https://www.wikidata.org/wiki/Q7886648","display_name":"Complement (music)","level":5,"score":0.5164054036140442},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4115637242794037},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.2685609459877014},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22292986512184143},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18614980578422546},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.14749327301979065},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.07698258757591248},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C127716648","wikidata":"https://www.wikidata.org/wiki/Q104053","display_name":"Phenotype","level":3,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C85345410","wikidata":"https://www.wikidata.org/wiki/Q851587","display_name":"Business process","level":3,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C188082640","wikidata":"https://www.wikidata.org/wiki/Q1780899","display_name":"Complementation","level":4,"score":0.0},{"id":"https://openalex.org/C207505557","wikidata":"https://www.wikidata.org/wiki/Q4374012","display_name":"Business process modeling","level":4,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1038/s41746-024-01297-0","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01297-0","pdf_url":"https://www.nature.com/articles/s41746-024-01297-0.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:39443677","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39443677","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":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:frl.publisso.de:frl:6504213","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11499602","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11499602/pdf/41746_2024_Article_1297.pdf","source":{"id":"https://openalex.org/S4377196269","display_name":"PUBLISSO (German National Library of Medicine)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210112663","host_organization_name":"ZB MED - Information Centre for Life Sciences","host_organization_lineage":["https://openalex.org/I4210112663"],"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":"http://lobid.org/resources/99370683021406441#!, 7(1):299","raw_type":"Zeitschriftenartikel"},{"id":"pmh:oai:opus.bibliothek.uni-wuerzburg.de:39498","is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:bvb:20-opus-394989","pdf_url":"https://opus.bibliothek.uni-wuerzburg.de/files/39498/41746_2024_Article_1297.pdf","source":{"id":"https://openalex.org/S4306401635","display_name":"Online Publication Service of W\u00fcrzburg University (W\u00fcrzburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I25974101","host_organization_name":"University of W\u00fcrzburg","host_organization_lineage":["https://openalex.org/I25974101"],"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":null,"raw_type":"doc-type:article"},{"id":"pmh:oai:doaj.org/article:44f5b70dee014e148e17be072ab0121b","is_oa":true,"landing_page_url":"https://doaj.org/article/44f5b70dee014e148e17be072ab0121b","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":"npj Digital Medicine, Vol 7, Iss 1, Pp 1-10 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1038/s41746-024-01297-0","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-024-01297-0","pdf_url":"https://www.nature.com/articles/s41746-024-01297-0.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403674203.pdf","grobid_xml":"https://content.openalex.org/works/W4403674203.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W949909655","https://openalex.org/W1597573646","https://openalex.org/W2029212922","https://openalex.org/W2101568459","https://openalex.org/W2106396955","https://openalex.org/W2121361638","https://openalex.org/W2134937538","https://openalex.org/W2188070812","https://openalex.org/W2211541573","https://openalex.org/W2336445786","https://openalex.org/W2358148633","https://openalex.org/W2518324588","https://openalex.org/W2526226593","https://openalex.org/W2563010184","https://openalex.org/W2601018405","https://openalex.org/W2620925856","https://openalex.org/W2762896391","https://openalex.org/W2777635006","https://openalex.org/W2792125347","https://openalex.org/W2795792929","https://openalex.org/W2809580410","https://openalex.org/W2897483345","https://openalex.org/W2904154481","https://openalex.org/W2908680505","https://openalex.org/W2963431096","https://openalex.org/W3008465666","https://openalex.org/W3016987853","https://openalex.org/W3024031409","https://openalex.org/W3081667087","https://openalex.org/W3094940588","https://openalex.org/W3107544970","https://openalex.org/W3160097209","https://openalex.org/W3184824929","https://openalex.org/W3190588550","https://openalex.org/W3197232629","https://openalex.org/W3200050600","https://openalex.org/W3213679486","https://openalex.org/W4206915433","https://openalex.org/W4210770559","https://openalex.org/W4211059041","https://openalex.org/W4213106780","https://openalex.org/W4303627705","https://openalex.org/W4328124009","https://openalex.org/W4367669784","https://openalex.org/W4379197418","https://openalex.org/W4390789005","https://openalex.org/W4393318320","https://openalex.org/W4394999745","https://openalex.org/W4395463621","https://openalex.org/W4399968946"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W3157260717","https://openalex.org/W1989929201","https://openalex.org/W2735645867","https://openalex.org/W2963498005","https://openalex.org/W2328171598","https://openalex.org/W4210372979","https://openalex.org/W4318480255","https://openalex.org/W2806578822","https://openalex.org/W4254922057"],"abstract_inverted_index":{"This":[0],"perspective":[1],"article":[2,57],"explores":[3],"how":[4],"process":[5,46,62],"mining":[6,41,63],"can":[7],"extract":[8],"clinical":[9],"insights":[10,51],"from":[11],"mobile":[12],"health":[13,35,53],"data":[14,36,67],"and":[15,30,48,68],"complement":[16],"data-driven":[17],"techniques":[18],"like":[19],"machine":[20],"learning.":[21],"Despite":[22],"technological":[23],"advances,":[24],"challenges":[25],"such":[26],"as":[27],"selection":[28],"bias":[29],"the":[31,59],"complex":[32],"dynamics":[33],"of":[34,61],"require":[37],"advanced":[38],"approaches.":[39],"Process":[40],"focuses":[42],"on":[43],"analyzing":[44,65],"temporal":[45],"patterns":[47],"provides":[49],"complementary":[50],"into":[52],"condition":[54],"variability.":[55],"The":[56],"highlights":[58],"potential":[60],"for":[64],"mHealth":[66],"beyond.":[69]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":6}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
