{"id":"https://openalex.org/W2792897917","doi":"https://doi.org/10.1007/s41060-018-0095-0","title":"Big data and precision medicine: challenges and strategies with healthcare data","display_name":"Big data and precision medicine: challenges and strategies with healthcare data","publication_year":2018,"publication_date":"2018-01-27","ids":{"openalex":"https://openalex.org/W2792897917","doi":"https://doi.org/10.1007/s41060-018-0095-0","mag":"2792897917"},"language":"en","primary_location":{"id":"doi:10.1007/s41060-018-0095-0","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s41060-018-0095-0","pdf_url":null,"source":{"id":"https://openalex.org/S4210195017","display_name":"International Journal of Data Science and Analytics","issn_l":"2364-415X","issn":["2364-415X","2364-4168"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Science and Analytics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023494828","display_name":"Johann M. Kraus","orcid":"https://orcid.org/0000-0002-9534-6295"},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Johann M. Kraus","raw_affiliation_strings":["Institute of Medical Systems Biology, Ulm University, Ulm, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Medical Systems Biology, Ulm University, Ulm, Germany","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025725951","display_name":"Ludwig Lausser","orcid":null},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ludwig Lausser","raw_affiliation_strings":["Institute of Medical Systems Biology, Ulm University, Ulm, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Medical Systems Biology, Ulm University, Ulm, Germany","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035908264","display_name":"Peter K\u00fchn","orcid":"https://orcid.org/0000-0001-5058-1059"},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]},{"id":"https://openalex.org/I4210155144","display_name":"University Hospital Ulm","ror":"https://ror.org/05emabm63","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210155144"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Peter Kuhn","raw_affiliation_strings":["Comprehensive Cancer Center Ulm, University Hospital Ulm, Ulm, Germany","Institute of Medical Systems Biology, Ulm University, Ulm, Germany"],"affiliations":[{"raw_affiliation_string":"Comprehensive Cancer Center Ulm, University Hospital Ulm, Ulm, Germany","institution_ids":["https://openalex.org/I4210155144"]},{"raw_affiliation_string":"Institute of Medical Systems Biology, Ulm University, Ulm, Germany","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018825629","display_name":"Franz Jobst","orcid":"https://orcid.org/0000-0003-0570-2370"},"institutions":[{"id":"https://openalex.org/I4210155144","display_name":"University Hospital Ulm","ror":"https://ror.org/05emabm63","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210155144"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Franz Jobst","raw_affiliation_strings":["University Hospital Ulm, Ulm, Germany"],"affiliations":[{"raw_affiliation_string":"University Hospital Ulm, Ulm, Germany","institution_ids":["https://openalex.org/I4210155144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032619368","display_name":"Michaela Bock","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155144","display_name":"University Hospital Ulm","ror":"https://ror.org/05emabm63","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210155144"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michaela Bock","raw_affiliation_strings":["University Hospital Ulm, Ulm, Germany"],"affiliations":[{"raw_affiliation_string":"University Hospital Ulm, Ulm, Germany","institution_ids":["https://openalex.org/I4210155144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062759841","display_name":"Carolin Halanke","orcid":null},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Carolin Halanke","raw_affiliation_strings":["Institute of Medical Systems Biology, Ulm University, Ulm, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Medical Systems Biology, Ulm University, Ulm, Germany","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018491022","display_name":"Michael Hummel","orcid":"https://orcid.org/0000-0001-6717-605X"},"institutions":[{"id":"https://openalex.org/I7877124","display_name":"Charit\u00e9 - Universit\u00e4tsmedizin Berlin","ror":"https://ror.org/001w7jn25","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I7877124"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Hummel","raw_affiliation_strings":["Institute for Pathology, Charit\u00e9, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Pathology, Charit\u00e9, Berlin, Germany","institution_ids":["https://openalex.org/I7877124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027788177","display_name":"Peter U. Heuschmann","orcid":"https://orcid.org/0000-0002-2681-3515"},"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":"Peter Heuschmann","raw_affiliation_strings":["Clinical Trial Center W\u00fcrzburg, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany","Institute for Clinical Epidemiology and Biometry, University of W\u00fcrzburg, W\u00fcrzburg, Germany"],"affiliations":[{"raw_affiliation_string":"Clinical Trial Center W\u00fcrzburg, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I4210126310"]},{"raw_affiliation_string":"Institute for Clinical Epidemiology and Biometry, University of W\u00fcrzburg, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I25974101"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023316486","display_name":"Hans A. Kestler","orcid":"https://orcid.org/0000-0002-4759-5254"},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hans A. Kestler","raw_affiliation_strings":["Institute of Medical Systems Biology, Ulm University, Ulm, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Medical Systems Biology, Ulm University, Ulm, Germany","institution_ids":["https://openalex.org/I196349391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5023494828"],"corresponding_institution_ids":["https://openalex.org/I196349391"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":5.439,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.95366732,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"6","issue":"3","first_page":"241","last_page":"249"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9866999983787537,"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"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9866999983787537,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9829999804496765,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/harmonization","display_name":"Harmonization","score":0.7593773603439331},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.749836266040802},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6744534969329834},{"id":"https://openalex.org/keywords/documentation","display_name":"Documentation","score":0.6392465829849243},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.6205600500106812},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5899745225906372},{"id":"https://openalex.org/keywords/precision-medicine","display_name":"Precision medicine","score":0.5214423537254333},{"id":"https://openalex.org/keywords/data-integration","display_name":"Data integration","score":0.5059823393821716},{"id":"https://openalex.org/keywords/standardization","display_name":"Standardization","score":0.454293429851532},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.4263390898704529},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.219709575176239},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1803412139415741},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.14619871973991394},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11450043320655823}],"concepts":[{"id":"https://openalex.org/C2779962950","wikidata":"https://www.wikidata.org/wiki/Q5659376","display_name":"Harmonization","level":2,"score":0.7593773603439331},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.749836266040802},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6744534969329834},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.6392465829849243},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.6205600500106812},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5899745225906372},{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.5214423537254333},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.5059823393821716},{"id":"https://openalex.org/C188087704","wikidata":"https://www.wikidata.org/wiki/Q369577","display_name":"Standardization","level":2,"score":0.454293429851532},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4263390898704529},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.219709575176239},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1803412139415741},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.14619871973991394},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11450043320655823},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s41060-018-0095-0","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s41060-018-0095-0","pdf_url":null,"source":{"id":"https://openalex.org/S4210195017","display_name":"International Journal of Data Science and Analytics","issn_l":"2364-415X","issn":["2364-415X","2364-4168"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Science and Analytics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.5}],"awards":[{"id":"https://openalex.org/G1051887491","display_name":null,"funder_award_id":"Forschungskern SyStaR","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G2428234236","display_name":null,"funder_award_id":"SFB 1074","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G2567864929","display_name":null,"funder_award_id":"project ID 0315894A","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G2741970771","display_name":null,"funder_award_id":"SYMBOL-HF ID 01ZX1407A","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G3443840148","display_name":null,"funder_award_id":"Gerontosys II","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G5478443468","display_name":null,"funder_award_id":"Project Z1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G8587149101","display_name":null,"funder_award_id":"602783","funder_id":"https://openalex.org/F4320338352","funder_display_name":"FP7 Ideas: European Research Council"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"},{"id":"https://openalex.org/F4320338352","display_name":"FP7 Ideas: European Research Council","ror":"https://ror.org/0472cxd90"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":84,"referenced_works":["https://openalex.org/W109765458","https://openalex.org/W192939834","https://openalex.org/W402335930","https://openalex.org/W1126991912","https://openalex.org/W1408981388","https://openalex.org/W1535249831","https://openalex.org/W1597808872","https://openalex.org/W1727290854","https://openalex.org/W1937151504","https://openalex.org/W1963581687","https://openalex.org/W1973794776","https://openalex.org/W1986529423","https://openalex.org/W2030087316","https://openalex.org/W2032069669","https://openalex.org/W2042445733","https://openalex.org/W2054363342","https://openalex.org/W2073618702","https://openalex.org/W2075254065","https://openalex.org/W2081359915","https://openalex.org/W2082749002","https://openalex.org/W2086632167","https://openalex.org/W2087684630","https://openalex.org/W2093274439","https://openalex.org/W2096192437","https://openalex.org/W2097453652","https://openalex.org/W2103017472","https://openalex.org/W2104608657","https://openalex.org/W2111260511","https://openalex.org/W2121727492","https://openalex.org/W2130410032","https://openalex.org/W2133131759","https://openalex.org/W2133897481","https://openalex.org/W2136605542","https://openalex.org/W2139075905","https://openalex.org/W2147013674","https://openalex.org/W2150022898","https://openalex.org/W2151554678","https://openalex.org/W2159482845","https://openalex.org/W2234068261","https://openalex.org/W2236433007","https://openalex.org/W2274087246","https://openalex.org/W2279294247","https://openalex.org/W2286261512","https://openalex.org/W2331260641","https://openalex.org/W2336027603","https://openalex.org/W2339105013","https://openalex.org/W2407709658","https://openalex.org/W2410097662","https://openalex.org/W2413051247","https://openalex.org/W2473046424","https://openalex.org/W2484456144","https://openalex.org/W2487592798","https://openalex.org/W2496535439","https://openalex.org/W2517728584","https://openalex.org/W2519644229","https://openalex.org/W2523288326","https://openalex.org/W2525984666","https://openalex.org/W2528203757","https://openalex.org/W2533800772","https://openalex.org/W2552805192","https://openalex.org/W2561603972","https://openalex.org/W2565649021","https://openalex.org/W2569138550","https://openalex.org/W2579563793","https://openalex.org/W2580495024","https://openalex.org/W2587090379","https://openalex.org/W2589537692","https://openalex.org/W2589828433","https://openalex.org/W2593379364","https://openalex.org/W2604716615","https://openalex.org/W2606896306","https://openalex.org/W2728819519","https://openalex.org/W2735202239","https://openalex.org/W2737231851","https://openalex.org/W2763787111","https://openalex.org/W2769502140","https://openalex.org/W2804047760","https://openalex.org/W3006536959","https://openalex.org/W3099525536","https://openalex.org/W3146003712","https://openalex.org/W4251386234","https://openalex.org/W4294216483","https://openalex.org/W4298266977","https://openalex.org/W6715076027"],"related_works":["https://openalex.org/W2378767206","https://openalex.org/W1540871478","https://openalex.org/W328308450","https://openalex.org/W282641168","https://openalex.org/W2376963063","https://openalex.org/W2066396794","https://openalex.org/W2366734808","https://openalex.org/W2002476357","https://openalex.org/W2391444248","https://openalex.org/W2390716080"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
