{"id":"https://openalex.org/W4308179346","doi":"https://doi.org/10.3233/shti220983","title":"Development and Implementation of the Data Science Learning Platform for Research Physician","display_name":"Development and Implementation of the Data Science Learning Platform for Research Physician","publication_year":2022,"publication_date":"2022-11-03","ids":{"openalex":"https://openalex.org/W4308179346","doi":"https://doi.org/10.3233/shti220983","pmid":"https://pubmed.ncbi.nlm.nih.gov/36325863"},"language":"en","primary_location":{"id":"doi:10.3233/shti220983","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220983","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220983","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/SHTI220983","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078229885","display_name":"Lejla Begic Fazlic","orcid":"https://orcid.org/0000-0002-9869-0219"},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lejla Begic Fazlic","raw_affiliation_strings":["ISS, Trier University of Applied Sciences, Trier, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISS, Trier University of Applied Sciences, Trier, Germany","institution_ids":["https://openalex.org/I137932638"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045084637","display_name":"Marvin Schacht","orcid":null},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marvin Schacht","raw_affiliation_strings":["ISS, Trier University of Applied Sciences, Trier, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISS, Trier University of Applied Sciences, Trier, Germany","institution_ids":["https://openalex.org/I137932638"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008722659","display_name":"Marlies Morgen","orcid":null},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marlies Morgen","raw_affiliation_strings":["ISS, Trier University of Applied Sciences, Trier, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISS, Trier University of Applied Sciences, Trier, Germany","institution_ids":["https://openalex.org/I137932638"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072895220","display_name":"Anke Schmeink","orcid":"https://orcid.org/0000-0002-9929-2925"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anke Schmeink","raw_affiliation_strings":["Chair of Information Theory and Data Analytics, RWTH Aachen University, Aachen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chair of Information Theory and Data Analytics, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112723920","display_name":"Robert Lipp","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Robert Lipp","raw_affiliation_strings":["Chair of Information Theory and Data Analytics, RWTH Aachen University, Aachen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chair of Information Theory and Data Analytics, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020505546","display_name":"Lukas M\u00e4rtin","orcid":"https://orcid.org/0000-0001-8650-5090"},"institutions":[{"id":"https://openalex.org/I4210120689","display_name":"Universit\u00e4tsklinikum Aachen","ror":"https://ror.org/02gm5zw39","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210120689"]},{"id":"https://openalex.org/I4210162505","display_name":"Philips (Germany)","ror":"https://ror.org/05san5604","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210122849","https://openalex.org/I4210162505"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lukas Martin","raw_affiliation_strings":["Department of Intensive and Intermediate Care, University Hospital Aachen","Department of Intensive and Intermediate Care, University Hospital Aachen d Philips GmbH Innovative Technologies, Aachen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Intensive and Intermediate Care, University Hospital Aachen","institution_ids":["https://openalex.org/I4210120689"]},{"raw_affiliation_string":"Department of Intensive and Intermediate Care, University Hospital Aachen d Philips GmbH Innovative Technologies, Aachen, Germany","institution_ids":["https://openalex.org/I4210120689","https://openalex.org/I4210162505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074476110","display_name":"Thomas Vollmer","orcid":"https://orcid.org/0000-0001-8267-9288"},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]},{"id":"https://openalex.org/I4210162505","display_name":"Philips (Germany)","ror":"https://ror.org/05san5604","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210122849","https://openalex.org/I4210162505"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Thomas Vollmer","raw_affiliation_strings":["Philips GmbH Innovative Technologies, Aachen, Germany","ISS, Trier University of Applied Sciences, Trier, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Philips GmbH Innovative Technologies, Aachen, Germany","institution_ids":["https://openalex.org/I4210162505"]},{"raw_affiliation_string":"ISS, Trier University of Applied Sciences, Trier, Germany","institution_ids":["https://openalex.org/I137932638"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030278903","display_name":"Stefan Winter","orcid":null},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]},{"id":"https://openalex.org/I4210162505","display_name":"Philips (Germany)","ror":"https://ror.org/05san5604","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210122849","https://openalex.org/I4210162505"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Winter","raw_affiliation_strings":["Philips GmbH Innovative Technologies, Aachen, Germany","ISS, Trier University of Applied Sciences, Trier, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Philips GmbH Innovative Technologies, Aachen, Germany","institution_ids":["https://openalex.org/I4210162505"]},{"raw_affiliation_string":"ISS, Trier University of Applied Sciences, Trier, Germany","institution_ids":["https://openalex.org/I137932638"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091189894","display_name":"Guido Dartmann","orcid":"https://orcid.org/0000-0002-6786-6664"},"institutions":[{"id":"https://openalex.org/I137932638","display_name":"Trier University of Applied Sciences","ror":"https://ror.org/02e3hdx05","country_code":"DE","type":"education","lineage":["https://openalex.org/I137932638"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Guido Dartmann","raw_affiliation_strings":["ISS, Trier University of Applied Sciences, Trier, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISS, Trier University of Applied Sciences, Trier, Germany","institution_ids":["https://openalex.org/I137932638"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.50253807,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"299","issue":null,"first_page":"196","last_page":"201"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9679999947547913,"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":0.9679999947547913,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9589999914169312,"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/T10350","display_name":"Electronic Health Records Systems","score":0.9480000138282776,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/toolbox","display_name":"Toolbox","score":0.8667383790016174},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7689400911331177},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6562713384628296},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6042981147766113},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.46110138297080994},{"id":"https://openalex.org/keywords/graphical-user-interface","display_name":"Graphical user interface","score":0.45374542474746704},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.41254520416259766},{"id":"https://openalex.org/keywords/data-management","display_name":"Data management","score":0.4105956554412842},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.28783118724823}],"concepts":[{"id":"https://openalex.org/C2777655017","wikidata":"https://www.wikidata.org/wiki/Q1501161","display_name":"Toolbox","level":2,"score":0.8667383790016174},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7689400911331177},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6562713384628296},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6042981147766113},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.46110138297080994},{"id":"https://openalex.org/C37789001","wikidata":"https://www.wikidata.org/wiki/Q782543","display_name":"Graphical user interface","level":2,"score":0.45374542474746704},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.41254520416259766},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.4105956554412842},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28783118724823},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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}],"mesh":[{"descriptor_ui":"D000077488","descriptor_name":"Data Science","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077488","descriptor_name":"Data Science","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077488","descriptor_name":"Data Science","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000078326","descriptor_name":"Data Visualization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000078326","descriptor_name":"Data Visualization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000078326","descriptor_name":"Data Visualization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010820","descriptor_name":"Physicians","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010820","descriptor_name":"Physicians","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010820","descriptor_name":"Physicians","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti220983","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220983","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220983","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:36325863","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36325863","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}],"best_oa_location":{"id":"doi:10.3233/shti220983","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220983","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220983","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":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.47999998927116394}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4308179346.pdf","grobid_xml":"https://content.openalex.org/works/W4308179346.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W1870554","https://openalex.org/W2093850763","https://openalex.org/W2134479759","https://openalex.org/W2136114025","https://openalex.org/W2162800060","https://openalex.org/W2273920155","https://openalex.org/W2396881363","https://openalex.org/W2948022975","https://openalex.org/W2958574674","https://openalex.org/W2971096721","https://openalex.org/W2975649990","https://openalex.org/W3004612364","https://openalex.org/W3028425414","https://openalex.org/W3041251649","https://openalex.org/W6600120041"],"related_works":["https://openalex.org/W4288754496","https://openalex.org/W1574055964","https://openalex.org/W2323909273","https://openalex.org/W3162943795","https://openalex.org/W4283656801","https://openalex.org/W2134678736","https://openalex.org/W2808883886","https://openalex.org/W3036927612","https://openalex.org/W3209836720","https://openalex.org/W2006140780"],"abstract_inverted_index":{"Data":[0,50,68],"analysis":[1],"and":[2,30,37,62,77,99,111,123,147,160],"their":[3],"application":[4],"are":[5],"the":[6,10,17,47,53,81,92,120],"unavoidable":[7],"factors":[8],"in":[9,13,132],"activities":[11],"analyses":[12],"health":[14],"care.":[15],"Unfortunately,":[16],"acquisition":[18],"of":[19,34,40],"data":[20,43,97,117,135,151,154,161],"from":[21],"large":[22],"available":[23,107],"medical":[24,108],"databases":[25],"is":[26],"a":[27,67,130,133,140],"complex":[28,134],"process":[29],"requires":[31],"deep":[32],"knowledge":[33,39],"computer":[35,82],"science":[36,83,162],"especially":[38],"tools":[41,149],"for":[42,150,157],"management.":[44],"According":[45],"to":[46,105,119,128],"European":[48],"General":[49],"Protection":[51],"Regulation,":[52],"problem":[54],"becomes":[55],"much":[56],"more":[57],"complex.":[58],"Recognizing":[59],"these":[60],"problems":[61],"difficulties,":[63],"we":[64],"have":[65],"developed":[66,93],"Science":[69],"Learning":[70],"Platform":[71],"(DSLP)":[72],"that":[73,145],"primarily":[74],"targets":[75],"practitioners":[76],"researchers":[78],"but":[79],"also":[80],"students.":[84],"Using":[85],"our":[86],"proposed":[87],"tool":[88],"chain":[89],"together":[90],"with":[91],"graphical":[94],"user":[95],"interface,":[96],"scientists":[98],"research":[100,142],"physicians":[101],"will":[102],"be":[103],"able":[104],"use":[106],"databases,":[109],"apply":[110],"analyze":[112,116],"different":[113],"anonymization":[114],"methods,":[115],"according":[118],"patient's":[121],"risk":[122],"quickly":[124],"formulate":[125],"new":[126],"studies":[127],"target":[129],"disease":[131],"model.":[136],"This":[137],"article":[138],"presents":[139],"clinical":[141],"discovery":[143],"toolbox":[144],"implements":[146],"demonstrates":[148],"anonymization,":[152],"patient":[153],"visualization,":[155],"NLP-tools":[156],"guideline":[158],"search":[159],"learning":[163],"tools.":[164]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}