{"id":"https://openalex.org/W4386624556","doi":"https://doi.org/10.3233/shti230716","title":"Towards a Recommendation for Good Health Data Modeling (GHDM) \u2013 Results of Expert Interviews","display_name":"Towards a Recommendation for Good Health Data Modeling (GHDM) \u2013 Results of Expert Interviews","publication_year":2023,"publication_date":"2023-09-12","ids":{"openalex":"https://openalex.org/W4386624556","doi":"https://doi.org/10.3233/shti230716","pmid":"https://pubmed.ncbi.nlm.nih.gov/37697856"},"language":"en","primary_location":{"id":"doi:10.3233/shti230716","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230716","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230716","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230716","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084422581","display_name":"Lena Elgert","orcid":"https://orcid.org/0000-0002-3394-4257"},"institutions":[{"id":"https://openalex.org/I34809795","display_name":"Medizinische Hochschule Hannover","ror":"https://ror.org/00f2yqf98","country_code":"DE","type":"education","lineage":["https://openalex.org/I34809795"]},{"id":"https://openalex.org/I94509681","display_name":"Technische Universit\u00e4t Braunschweig","ror":"https://ror.org/010nsgg66","country_code":"DE","type":"education","lineage":["https://openalex.org/I94509681"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Lena Elgert","raw_affiliation_strings":["Peter L. Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, Hannover, Germany","Hannover Medical School, Hannover, Germany","Institute for Medical Informatics of TU Braunschweig and","Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, Carl-Neuberg-Str. 1, 30625 Hannover, Germany;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peter L. Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, Hannover, Germany","institution_ids":["https://openalex.org/I34809795","https://openalex.org/I94509681"]},{"raw_affiliation_string":"Hannover Medical School, Hannover, Germany","institution_ids":["https://openalex.org/I34809795"]},{"raw_affiliation_string":"Institute for Medical Informatics of TU Braunschweig and","institution_ids":["https://openalex.org/I94509681"]},{"raw_affiliation_string":"Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, Carl-Neuberg-Str. 1, 30625 Hannover, Germany;","institution_ids":["https://openalex.org/I34809795","https://openalex.org/I94509681"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056127989","display_name":"Jendrik Richter","orcid":"https://orcid.org/0000-0002-3254-7380"},"institutions":[{"id":"https://openalex.org/I4210116730","display_name":"Universit\u00e4tsmedizin G\u00f6ttingen","ror":"https://ror.org/021ft0n22","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210116730"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jendrik Richter","raw_affiliation_strings":["Department for Medical Informatics, University Medical Center G\u00f6ttingen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department for Medical Informatics, University Medical Center G\u00f6ttingen, Germany","institution_ids":["https://openalex.org/I4210116730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071410182","display_name":"Matthias Katzensteiner","orcid":"https://orcid.org/0000-0002-0665-6110"},"institutions":[{"id":"https://openalex.org/I140025399","display_name":"Hochschule Hannover","ror":"https://ror.org/03m2kj587","country_code":"DE","type":"education","lineage":["https://openalex.org/I140025399"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias Katzensteiner","raw_affiliation_strings":["University of Applied Sciences and Arts Hannover, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Applied Sciences and Arts Hannover, Germany","institution_ids":["https://openalex.org/I140025399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102554744","display_name":"Mareike Joseph","orcid":null},"institutions":[{"id":"https://openalex.org/I34809795","display_name":"Medizinische Hochschule Hannover","ror":"https://ror.org/00f2yqf98","country_code":"DE","type":"education","lineage":["https://openalex.org/I34809795"]},{"id":"https://openalex.org/I94509681","display_name":"Technische Universit\u00e4t Braunschweig","ror":"https://ror.org/010nsgg66","country_code":"DE","type":"education","lineage":["https://openalex.org/I94509681"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mareike Joseph","raw_affiliation_strings":["Peter L. Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, Hannover, Germany","Hannover Medical School, Hannover, Germany","Institute for Medical Informatics of TU Braunschweig and","Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, Carl-Neuberg-Str. 1, 30625 Hannover, Germany;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peter L. Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, Hannover, Germany","institution_ids":["https://openalex.org/I34809795","https://openalex.org/I94509681"]},{"raw_affiliation_string":"Hannover Medical School, Hannover, Germany","institution_ids":["https://openalex.org/I34809795"]},{"raw_affiliation_string":"Institute for Medical Informatics of TU Braunschweig and","institution_ids":["https://openalex.org/I94509681"]},{"raw_affiliation_string":"Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, Carl-Neuberg-Str. 1, 30625 Hannover, Germany;","institution_ids":["https://openalex.org/I34809795","https://openalex.org/I94509681"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028477008","display_name":"Sandra Hellmers","orcid":"https://orcid.org/0000-0002-1686-6752"},"institutions":[{"id":"https://openalex.org/I129877168","display_name":"Carl von Ossietzky Universit\u00e4t Oldenburg","ror":"https://ror.org/033n9gh91","country_code":"DE","type":"education","lineage":["https://openalex.org/I129877168"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sandra Hellmers","raw_affiliation_strings":["Assistance Systems and Medical Device Technology, Carl von Ossietzky University of Oldenburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Assistance Systems and Medical Device Technology, Carl von Ossietzky University of Oldenburg, Germany","institution_ids":["https://openalex.org/I129877168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042665334","display_name":"Oliver J. Bott","orcid":"https://orcid.org/0000-0002-8823-5247"},"institutions":[{"id":"https://openalex.org/I140025399","display_name":"Hochschule Hannover","ror":"https://ror.org/03m2kj587","country_code":"DE","type":"education","lineage":["https://openalex.org/I140025399"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Oliver J. Bott","raw_affiliation_strings":["University of Applied Sciences and Arts Hannover, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Applied Sciences and Arts Hannover, Germany","institution_ids":["https://openalex.org/I140025399"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054293131","display_name":"Klaus-Hendrik Wolf","orcid":"https://orcid.org/0000-0002-3806-462X"},"institutions":[{"id":"https://openalex.org/I34809795","display_name":"Medizinische Hochschule Hannover","ror":"https://ror.org/00f2yqf98","country_code":"DE","type":"education","lineage":["https://openalex.org/I34809795"]},{"id":"https://openalex.org/I94509681","display_name":"Technische Universit\u00e4t Braunschweig","ror":"https://ror.org/010nsgg66","country_code":"DE","type":"education","lineage":["https://openalex.org/I94509681"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Klaus-Hendrik Wolf","raw_affiliation_strings":["Peter L. Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, Hannover, Germany","Hannover Medical School, Hannover, Germany","Institute for Medical Informatics of TU Braunschweig and","Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, Carl-Neuberg-Str. 1, 30625 Hannover, Germany;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peter L. Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, Hannover, Germany","institution_ids":["https://openalex.org/I34809795","https://openalex.org/I94509681"]},{"raw_affiliation_string":"Hannover Medical School, Hannover, Germany","institution_ids":["https://openalex.org/I34809795"]},{"raw_affiliation_string":"Institute for Medical Informatics of TU Braunschweig and","institution_ids":["https://openalex.org/I94509681"]},{"raw_affiliation_string":"Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, Carl-Neuberg-Str. 1, 30625 Hannover, Germany;","institution_ids":["https://openalex.org/I34809795","https://openalex.org/I94509681"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5084422581"],"corresponding_institution_ids":["https://openalex.org/I34809795","https://openalex.org/I94509681"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.43582641,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"307","issue":null,"first_page":"215","last_page":"221"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12246","display_name":"Chronic Disease Management Strategies","score":0.3409000039100647,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12246","display_name":"Chronic Disease Management Strategies","score":0.3409000039100647,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T14400","display_name":"Medical Coding and Health Information","score":0.30079999566078186,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10804","display_name":"Health Systems, Economic Evaluations, Quality of Life","score":0.2992999851703644,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6067173480987549},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.50332111120224}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6067173480987549},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.50332111120224}],"mesh":[{"descriptor_ui":"D003625","descriptor_name":"Data Collection","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003625","descriptor_name":"Data Collection","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003625","descriptor_name":"Data Collection","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004522","descriptor_name":"Educational Status","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004522","descriptor_name":"Educational Status","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004522","descriptor_name":"Educational Status","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007391","descriptor_name":"International Cooperation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007391","descriptor_name":"International Cooperation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007391","descriptor_name":"International Cooperation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.3233/shti230716","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230716","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230716","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:37697856","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37697856","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":"Studies in health technology and informatics","raw_type":null},{"id":"pmh:oai:publications.goettingen-research-online.de:2/133102","is_oa":true,"landing_page_url":"https://resolver.sub.uni-goettingen.de/purl?gro-2/133102","pdf_url":null,"source":{"id":"https://openalex.org/S4306401634","display_name":"GoeScholar  The Publication Server of the Georg-August-Universit\u00e4t G\u00f6ttingen (Georg-August-Universit\u00e4t G\u00f6ttingen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210122495","host_organization_name":"Asklepios Klinik St. Georg","host_organization_lineage":["https://openalex.org/I4210122495"],"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":"info:eu-repo/semantics/bookPart"}],"best_oa_location":{"id":"doi:10.3233/shti230716","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti230716","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230716","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[{"score":0.5799999833106995,"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17"}],"awards":[{"id":"https://openalex.org/G1517216469","display_name":null,"funder_award_id":"ZN3491","funder_id":"https://openalex.org/F4320313139","funder_display_name":"Nieders\u00e4chsische Ministerium f\u00fcr Wissenschaft und Kultur"},{"id":"https://openalex.org/G3234139802","display_name":null,"funder_award_id":"ZN3491","funder_id":"https://openalex.org/F4320320882","funder_display_name":"Volkswagen Foundation"}],"funders":[{"id":"https://openalex.org/F4320313139","display_name":"Nieders\u00e4chsische Ministerium f\u00fcr Wissenschaft und Kultur","ror":"https://ror.org/0116z8r77"},{"id":"https://openalex.org/F4320320882","display_name":"Volkswagen Foundation","ror":"https://ror.org/03bsmfz84"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386624556.pdf","grobid_xml":"https://content.openalex.org/works/W4386624556.grobid-xml"},"referenced_works_count":5,"referenced_works":["https://openalex.org/W2746326048","https://openalex.org/W3092093477","https://openalex.org/W3115102118","https://openalex.org/W4206594108","https://openalex.org/W4251751895"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W4391913857","https://openalex.org/W2350741829","https://openalex.org/W2530322880"],"abstract_inverted_index":{"Appropriate":[0],"data":[1,14,24,74,110,118],"models":[2],"are":[3,25],"essential":[4],"for":[5,16,21,40,70,116],"the":[6,34,57,64,103],"systematic":[7],"collection,":[8],"aggregation,":[9],"and":[10,15,49,62,88,112],"integration":[11],"of":[12,101],"health":[13,23,73,117],"subsequent":[17],"analysis.":[18,54],"However,":[19],"recommendations":[20,39,71,115],"modeling":[22],"often":[26],"not":[27],"publicly":[28],"available":[29],"within":[30],"specific":[31],"projects.":[32],"Therefore,":[33],"project":[35,65],"Zukunftslabor":[36],"Gesundheit":[37],"investigates":[38],"modeling.":[41,75,119],"Expert":[42],"interviews":[43],"with":[44],"five":[45],"experts":[46],"were":[47,91],"conducted":[48],"analyzed":[50],"using":[51],"qualitative":[52],"content":[53],"Based":[55],"on":[56,72],"condensed":[58],"categories":[59],"\"governance\",":[60],"\"modeling\"":[61],"\"standards\",":[63],"team":[66],"generated":[67],"eight":[68],"hypotheses":[69],"In":[76],"addition,":[77],"relevant":[78],"framework":[79],"conditions":[80],"such":[81],"as":[82],"different":[83],"roles,":[84],"international":[85],"cooperation,":[86],"education/training":[87],"political":[89],"influence":[90],"identified.":[92],"Although":[93],"emerging":[94],"from":[95],"interviewing":[96],"a":[97],"small":[98],"convenience":[99],"sample":[100],"experts,":[102],"results":[104],"help":[105],"to":[106,113],"plan":[107],"more":[108],"extensive":[109],"collections":[111],"create":[114]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}