{"id":"https://openalex.org/W150080817","doi":"https://doi.org/10.1007/978-3-319-16226-3_10","title":"Towards Personalization of Diabetes Therapy Using Computerized Decision Support and Machine Learning: Some Open Problems and Challenges","display_name":"Towards Personalization of Diabetes Therapy Using Computerized Decision Support and Machine Learning: Some Open Problems and Challenges","publication_year":2015,"publication_date":"2015-01-01","ids":{"openalex":"https://openalex.org/W150080817","doi":"https://doi.org/10.1007/978-3-319-16226-3_10","mag":"150080817"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-16226-3_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-16226-3_10","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"conference-paper","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/A5064703481","display_name":"Klaus Donsa","orcid":"https://orcid.org/0000-0003-4671-6218"},"institutions":[{"id":"https://openalex.org/I13402291","display_name":"Joanneum Research","ror":"https://ror.org/049bdss47","country_code":"AT","type":"facility","lineage":["https://openalex.org/I13402291"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Klaus Donsa","raw_affiliation_strings":["HEALTH - Institute for Biomedicine and Health Sciences, JOANNEUM RESEARCH Forschungsgesellschaft mbH, Graz, Austria","JOANNEUM RESEARCH Forschungsgesellschaft mbH"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HEALTH - Institute for Biomedicine and Health Sciences, JOANNEUM RESEARCH Forschungsgesellschaft mbH, Graz, Austria","institution_ids":["https://openalex.org/I13402291"]},{"raw_affiliation_string":"JOANNEUM RESEARCH Forschungsgesellschaft mbH","institution_ids":["https://openalex.org/I13402291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105986924","display_name":"Stephan Spat","orcid":null},"institutions":[{"id":"https://openalex.org/I13402291","display_name":"Joanneum Research","ror":"https://ror.org/049bdss47","country_code":"AT","type":"facility","lineage":["https://openalex.org/I13402291"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Stephan Spat","raw_affiliation_strings":["HEALTH - Institute for Biomedicine and Health Sciences, JOANNEUM RESEARCH Forschungsgesellschaft mbH, Graz, Austria","JOANNEUM RESEARCH Forschungsgesellschaft mbH"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HEALTH - Institute for Biomedicine and Health Sciences, JOANNEUM RESEARCH Forschungsgesellschaft mbH, Graz, Austria","institution_ids":["https://openalex.org/I13402291"]},{"raw_affiliation_string":"JOANNEUM RESEARCH Forschungsgesellschaft mbH","institution_ids":["https://openalex.org/I13402291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074507530","display_name":"Peter Beck","orcid":"https://orcid.org/0000-0002-6266-2988"},"institutions":[{"id":"https://openalex.org/I13402291","display_name":"Joanneum Research","ror":"https://ror.org/049bdss47","country_code":"AT","type":"facility","lineage":["https://openalex.org/I13402291"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Peter Beck","raw_affiliation_strings":["HEALTH - Institute for Biomedicine and Health Sciences, JOANNEUM RESEARCH Forschungsgesellschaft mbH, Graz, Austria","JOANNEUM RESEARCH Forschungsgesellschaft mbH"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HEALTH - Institute for Biomedicine and Health Sciences, JOANNEUM RESEARCH Forschungsgesellschaft mbH, Graz, Austria","institution_ids":["https://openalex.org/I13402291"]},{"raw_affiliation_string":"JOANNEUM RESEARCH Forschungsgesellschaft mbH","institution_ids":["https://openalex.org/I13402291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023877066","display_name":"Thomas R. Pieber","orcid":"https://orcid.org/0000-0003-3554-0405"},"institutions":[{"id":"https://openalex.org/I13402291","display_name":"Joanneum Research","ror":"https://ror.org/049bdss47","country_code":"AT","type":"facility","lineage":["https://openalex.org/I13402291"]},{"id":"https://openalex.org/I202276237","display_name":"Medical University of Graz","ror":"https://ror.org/02n0bts35","country_code":"AT","type":"education","lineage":["https://openalex.org/I202276237"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Thomas R. Pieber","raw_affiliation_strings":["Division of Endocrinology and Metabolism, Department of Internal Medicine, Medical University of Graz, Graz, Austria","HEALTH - Institute for Biomedicine and Health Sciences, JOANNEUM RESEARCH Forschungsgesellschaft mbH, Graz, Austria","Joanneum Research Forschungsgesellschaft mbH","Medical University of Graz"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Endocrinology and Metabolism, Department of Internal Medicine, Medical University of Graz, Graz, Austria","institution_ids":["https://openalex.org/I202276237"]},{"raw_affiliation_string":"HEALTH - Institute for Biomedicine and Health Sciences, JOANNEUM RESEARCH Forschungsgesellschaft mbH, Graz, Austria","institution_ids":["https://openalex.org/I13402291"]},{"raw_affiliation_string":"Joanneum Research Forschungsgesellschaft mbH","institution_ids":["https://openalex.org/I13402291"]},{"raw_affiliation_string":"Medical University of Graz","institution_ids":["https://openalex.org/I202276237"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034657358","display_name":"Andreas Holzinger","orcid":"https://orcid.org/0000-0002-6786-5194"},"institutions":[{"id":"https://openalex.org/I202276237","display_name":"Medical University of Graz","ror":"https://ror.org/02n0bts35","country_code":"AT","type":"education","lineage":["https://openalex.org/I202276237"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Andreas Holzinger","raw_affiliation_strings":["Medical University Graz"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical University Graz","institution_ids":["https://openalex.org/I202276237"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5064703481"],"corresponding_institution_ids":["https://openalex.org/I13402291"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":24.5957,"has_fulltext":false,"cited_by_count":51,"citation_normalized_percentile":{"value":1.0,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"237","last_page":"260"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10560","display_name":"Diabetes Management and Research","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T10560","display_name":"Diabetes Management and Research","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9950000047683716,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9818999767303467,"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/personalization","display_name":"Personalization","score":0.8390082716941833},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.80925452709198},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5040385127067566},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4512091279029846},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.40979915857315063},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.20863720774650574}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.8390082716941833},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.80925452709198},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5040385127067566},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4512091279029846},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.40979915857315063},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.20863720774650574}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-319-16226-3_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-16226-3_10","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":119,"referenced_works":["https://openalex.org/W3563469","https://openalex.org/W210288803","https://openalex.org/W1556260305","https://openalex.org/W1565099151","https://openalex.org/W1570448133","https://openalex.org/W1595446475","https://openalex.org/W1663973292","https://openalex.org/W1767267204","https://openalex.org/W1773654141","https://openalex.org/W1869734129","https://openalex.org/W1870536566","https://openalex.org/W1894697164","https://openalex.org/W1963726930","https://openalex.org/W1964693647","https://openalex.org/W1967397740","https://openalex.org/W1967880623","https://openalex.org/W1969933695","https://openalex.org/W1970499406","https://openalex.org/W1971967573","https://openalex.org/W1974726402","https://openalex.org/W1976937477","https://openalex.org/W1977000219","https://openalex.org/W1977290162","https://openalex.org/W1979008561","https://openalex.org/W1980076857","https://openalex.org/W1980717583","https://openalex.org/W1985566315","https://openalex.org/W1985794181","https://openalex.org/W1992129788","https://openalex.org/W1992834800","https://openalex.org/W1999988772","https://openalex.org/W2000308637","https://openalex.org/W2001225891","https://openalex.org/W2002353621","https://openalex.org/W2007237723","https://openalex.org/W2010762887","https://openalex.org/W2010785420","https://openalex.org/W2016378136","https://openalex.org/W2017693147","https://openalex.org/W2018210851","https://openalex.org/W2018471296","https://openalex.org/W2018743736","https://openalex.org/W2019652008","https://openalex.org/W2046262211","https://openalex.org/W2046831337","https://openalex.org/W2047362353","https://openalex.org/W2051234879","https://openalex.org/W2051306708","https://openalex.org/W2055741845","https://openalex.org/W2058097276","https://openalex.org/W2059534220","https://openalex.org/W2060043092","https://openalex.org/W2063453228","https://openalex.org/W2066526250","https://openalex.org/W2069921929","https://openalex.org/W2071817812","https://openalex.org/W2074317187","https://openalex.org/W2074343527","https://openalex.org/W2077350268","https://openalex.org/W2080746135","https://openalex.org/W2081708192","https://openalex.org/W2082952260","https://openalex.org/W2091977092","https://openalex.org/W2094948566","https://openalex.org/W2095972268","https://openalex.org/W2097545896","https://openalex.org/W2103151433","https://openalex.org/W2104775919","https://openalex.org/W2106327047","https://openalex.org/W2107318542","https://openalex.org/W2108527237","https://openalex.org/W2113123801","https://openalex.org/W2115441252","https://openalex.org/W2116314477","https://openalex.org/W2117191092","https://openalex.org/W2121605809","https://openalex.org/W2122908662","https://openalex.org/W2123946565","https://openalex.org/W2125498390","https://openalex.org/W2126105335","https://openalex.org/W2128552148","https://openalex.org/W2131587651","https://openalex.org/W2131596548","https://openalex.org/W2132115169","https://openalex.org/W2132134723","https://openalex.org/W2134532910","https://openalex.org/W2136208472","https://openalex.org/W2137271268","https://openalex.org/W2138790391","https://openalex.org/W2139923324","https://openalex.org/W2141293665","https://openalex.org/W2141530990","https://openalex.org/W2143470885","https://openalex.org/W2144913975","https://openalex.org/W2147536426","https://openalex.org/W2149335268","https://openalex.org/W2149347361","https://openalex.org/W2153098857","https://openalex.org/W2153483129","https://openalex.org/W2153609493","https://openalex.org/W2155234512","https://openalex.org/W2156860815","https://openalex.org/W2161131222","https://openalex.org/W2161752601","https://openalex.org/W2165884492","https://openalex.org/W2166067621","https://openalex.org/W2167062075","https://openalex.org/W2171154466","https://openalex.org/W2172193326","https://openalex.org/W2178514060","https://openalex.org/W2485698794","https://openalex.org/W2490083709","https://openalex.org/W2492671928","https://openalex.org/W2532437709","https://openalex.org/W2799061466","https://openalex.org/W2799825833","https://openalex.org/W4230946174","https://openalex.org/W4242364069","https://openalex.org/W4246288537"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":1}],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2025-10-10T00:00:00"}