{"id":"https://openalex.org/W3111523098","doi":"https://doi.org/10.1007/s10844-020-00633-6","title":"Recommender systems in the healthcare domain: state-of-the-art and research issues","display_name":"Recommender systems in the healthcare domain: state-of-the-art and research issues","publication_year":2020,"publication_date":"2020-12-17","ids":{"openalex":"https://openalex.org/W3111523098","doi":"https://doi.org/10.1007/s10844-020-00633-6","mag":"3111523098"},"language":"en","primary_location":{"id":"doi:10.1007/s10844-020-00633-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10844-020-00633-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10844-020-00633-6.pdf","source":{"id":"https://openalex.org/S36033921","display_name":"Journal of Intelligent Information Systems","issn_l":"0925-9902","issn":["0925-9902","1573-7675"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10844-020-00633-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051851807","display_name":"Thi Ngoc Trang Tran","orcid":"https://orcid.org/0000-0002-3550-8352"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Thi Ngoc Trang Tran","raw_affiliation_strings":["Institute of Software Technology, Graz University of Technology, Graz, Austria"],"affiliations":[{"raw_affiliation_string":"Institute of Software Technology, Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033783997","display_name":"Alexander Felfernig","orcid":"https://orcid.org/0000-0003-0108-3146"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Alexander Felfernig","raw_affiliation_strings":["Institute of Software Technology, Graz University of Technology, Graz, Austria"],"affiliations":[{"raw_affiliation_string":"Institute of Software Technology, Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068502672","display_name":"Christoph Trattner","orcid":"https://orcid.org/0000-0002-1193-0508"},"institutions":[{"id":"https://openalex.org/I4432739","display_name":"University of Bergen","ror":"https://ror.org/03zga2b32","country_code":"NO","type":"education","lineage":["https://openalex.org/I4432739"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Christoph Trattner","raw_affiliation_strings":["Information Science and Media Studies Department, University of Bergen, Bergen, Norway"],"affiliations":[{"raw_affiliation_string":"Information Science and Media Studies Department, University of Bergen, Bergen, Norway","institution_ids":["https://openalex.org/I4432739"]}]},{"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":["Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, Austria"],"affiliations":[{"raw_affiliation_string":"Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, Austria","institution_ids":["https://openalex.org/I202276237"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5051851807"],"corresponding_institution_ids":["https://openalex.org/I4092182"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":36.1611,"has_fulltext":true,"cited_by_count":279,"citation_normalized_percentile":{"value":0.99741158,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"57","issue":"1","first_page":"171","last_page":"201"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9871000051498413,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9871000051498413,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9595000147819519,"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/T12267","display_name":"Diet and metabolism studies","score":0.9412999749183655,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.8719892501831055},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8055846691131592},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6633881330490112},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.6254528164863586},{"id":"https://openalex.org/keywords/health-professionals","display_name":"Health professionals","score":0.5624687075614929},{"id":"https://openalex.org/keywords/information-overload","display_name":"Information overload","score":0.47740402817726135},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.45633643865585327},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.42700397968292236},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4251704812049866},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3512076437473297}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8719892501831055},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8055846691131592},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6633881330490112},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.6254528164863586},{"id":"https://openalex.org/C3019806175","wikidata":"https://www.wikidata.org/wiki/Q11974939","display_name":"Health professionals","level":3,"score":0.5624687075614929},{"id":"https://openalex.org/C186625053","wikidata":"https://www.wikidata.org/wiki/Q1130191","display_name":"Information overload","level":2,"score":0.47740402817726135},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.45633643865585327},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.42700397968292236},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4251704812049866},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3512076437473297},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s10844-020-00633-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10844-020-00633-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10844-020-00633-6.pdf","source":{"id":"https://openalex.org/S36033921","display_name":"Journal of Intelligent Information Systems","issn_l":"0925-9902","issn":["0925-9902","1573-7675"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:bora.uib.no:11250/2755766","is_oa":true,"landing_page_url":"https://hdl.handle.net/11250/2755766","pdf_url":null,"source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"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":"Journal of Intelligent Information Systems","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s10844-020-00633-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10844-020-00633-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10844-020-00633-6.pdf","source":{"id":"https://openalex.org/S36033921","display_name":"Journal of Intelligent Information Systems","issn_l":"0925-9902","issn":["0925-9902","1573-7675"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3111523098.pdf","grobid_xml":"https://content.openalex.org/works/W3111523098.grobid-xml"},"referenced_works_count":108,"referenced_works":["https://openalex.org/W44255812","https://openalex.org/W46659105","https://openalex.org/W96951304","https://openalex.org/W168185508","https://openalex.org/W1098869735","https://openalex.org/W1161601223","https://openalex.org/W1412447802","https://openalex.org/W1527499847","https://openalex.org/W1568071997","https://openalex.org/W1606194845","https://openalex.org/W1690919088","https://openalex.org/W1775980849","https://openalex.org/W1809873675","https://openalex.org/W1890522088","https://openalex.org/W1906246358","https://openalex.org/W1967812664","https://openalex.org/W1972588194","https://openalex.org/W1980202081","https://openalex.org/W1985702078","https://openalex.org/W1989279326","https://openalex.org/W1989807148","https://openalex.org/W2021674147","https://openalex.org/W2032717442","https://openalex.org/W2034657130","https://openalex.org/W2039656193","https://openalex.org/W2042203976","https://openalex.org/W2042602549","https://openalex.org/W2044482171","https://openalex.org/W2047708582","https://openalex.org/W2052381790","https://openalex.org/W2069782686","https://openalex.org/W2099291068","https://openalex.org/W2105814725","https://openalex.org/W2106900236","https://openalex.org/W2108630796","https://openalex.org/W2110412254","https://openalex.org/W2116206254","https://openalex.org/W2120009105","https://openalex.org/W2124095343","https://openalex.org/W2125175668","https://openalex.org/W2128070164","https://openalex.org/W2135445399","https://openalex.org/W2138130160","https://openalex.org/W2138995863","https://openalex.org/W2143266193","https://openalex.org/W2149495038","https://openalex.org/W2151070626","https://openalex.org/W2152432483","https://openalex.org/W2155157373","https://openalex.org/W2165451330","https://openalex.org/W2217189612","https://openalex.org/W2277897549","https://openalex.org/W2287478636","https://openalex.org/W2293205207","https://openalex.org/W2296578181","https://openalex.org/W2345766955","https://openalex.org/W2395308956","https://openalex.org/W2403829993","https://openalex.org/W2416373596","https://openalex.org/W2480947823","https://openalex.org/W2502052917","https://openalex.org/W2512646408","https://openalex.org/W2536270858","https://openalex.org/W2546812622","https://openalex.org/W2547403183","https://openalex.org/W2548545055","https://openalex.org/W2560821865","https://openalex.org/W2569946875","https://openalex.org/W2572809348","https://openalex.org/W2592161316","https://openalex.org/W2624800897","https://openalex.org/W2646738377","https://openalex.org/W2728515412","https://openalex.org/W2728872568","https://openalex.org/W2737723797","https://openalex.org/W2752900252","https://openalex.org/W2767829783","https://openalex.org/W2775646674","https://openalex.org/W2792121711","https://openalex.org/W2809473248","https://openalex.org/W2886785829","https://openalex.org/W2897840125","https://openalex.org/W2913853152","https://openalex.org/W2917098844","https://openalex.org/W2945435617","https://openalex.org/W2952379588","https://openalex.org/W2953570462","https://openalex.org/W2954033373","https://openalex.org/W2963918631","https://openalex.org/W2972320385","https://openalex.org/W2993150933","https://openalex.org/W3000965188","https://openalex.org/W3091564926","https://openalex.org/W4214856922","https://openalex.org/W4237112997","https://openalex.org/W4242635839","https://openalex.org/W4244229132","https://openalex.org/W4246176616","https://openalex.org/W4253760012","https://openalex.org/W4254433547","https://openalex.org/W6606174720","https://openalex.org/W6631860686","https://openalex.org/W6639733381","https://openalex.org/W6697538559","https://openalex.org/W6713594159","https://openalex.org/W6731593908","https://openalex.org/W6734376459","https://openalex.org/W6741409233"],"related_works":["https://openalex.org/W4251329182","https://openalex.org/W1599110641","https://openalex.org/W1575740715","https://openalex.org/W1549403601","https://openalex.org/W2497510784","https://openalex.org/W2078352417","https://openalex.org/W4252183363","https://openalex.org/W2787177576","https://openalex.org/W2418053903","https://openalex.org/W2098758514"],"abstract_inverted_index":{"Abstract":[0],"Nowadays,":[1],"a":[2,82,132],"vast":[3],"amount":[4],"of":[5,28,85,135,145],"clinical":[6],"data":[7],"scattered":[8],"across":[9],"different":[10],"sites":[11],"on":[12,32,88],"the":[13,26,53,60,143,150],"Internet":[14],"hinders":[15],"users":[16],"from":[17,93],"finding":[18],"helpful":[19],"information":[20,30],"for":[21],"their":[22],"well-being":[23],"improvement.":[24],"Besides,":[25],"overload":[27],"medical":[29,34,44,68],"(e.g.,":[31],"drugs,":[33],"tests,":[35],"and":[36,67,73,105,121],"treatment":[37],"suggestions)":[38],"have":[39],"brought":[40],"many":[41],"difficulties":[42],"to":[43,55,63,130],"professionals":[45],"in":[46,59,149],"making":[47],"patient-oriented":[48],"decisions.":[49,76],"These":[50],"issues":[51],"raise":[52],"need":[54],"apply":[56],"recommender":[57,90,147],"systems":[58,148],"healthcare":[61,89,118,122,146],"domain":[62],"help":[64],"both,":[65],"end-users":[66],"professionals,":[69],"make":[70],"more":[71],"efficient":[72],"accurate":[74],"health-related":[75],"In":[77],"this":[78],"article,":[79],"we":[80,126,139],"provide":[81],"systematic":[83],"overview":[84,96],"existing":[86,94],"research":[87],"systems.":[91],"Different":[92],"related":[95],"papers,":[97],"our":[98],"article":[99],"provides":[100],"insights":[101],"into":[102],"recommendation":[103,106,136],"scenarios":[104],"approaches.":[107],"Examples":[108],"thereof":[109],"are":[110],"food":[111],"recommendation,":[112,114,120],"drug":[113],"health":[115],"status":[116],"prediction,":[117],"service":[119],"professional":[123],"recommendation.":[124],"Additionally,":[125],"develop":[127],"working":[128],"examples":[129],"give":[131],"deep":[133],"understanding":[134],"algorithms.":[137],"Finally,":[138],"discuss":[140],"challenges":[141],"concerning":[142],"development":[144],"future.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":67},{"year":2024,"cited_by_count":69},{"year":2023,"cited_by_count":70},{"year":2022,"cited_by_count":45},{"year":2021,"cited_by_count":15}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}