{"id":"https://openalex.org/W2563185281","doi":"https://doi.org/10.1007/s10479-016-2393-z","title":"Data mining and predictive analytics applications for the delivery of healthcare services: a systematic literature review","display_name":"Data mining and predictive analytics applications for the delivery of healthcare services: a systematic literature review","publication_year":2016,"publication_date":"2016-12-24","ids":{"openalex":"https://openalex.org/W2563185281","doi":"https://doi.org/10.1007/s10479-016-2393-z","mag":"2563185281"},"language":"en","primary_location":{"id":"doi:10.1007/s10479-016-2393-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10479-016-2393-z","pdf_url":null,"source":{"id":"https://openalex.org/S57667410","display_name":"Annals of Operations Research","issn_l":"0254-5330","issn":["0254-5330","1572-9338"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Operations Research","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/A5013445357","display_name":"Mohsin Malik","orcid":"https://orcid.org/0000-0002-4048-3057"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"M. M. Malik","raw_affiliation_strings":["Department of Management and Marketing, The University of Melbourne, Parkville, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Management and Marketing, The University of Melbourne, Parkville, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015151530","display_name":"Salam Abdallah","orcid":null},"institutions":[{"id":"https://openalex.org/I931278978","display_name":"College of Business Administration","ror":"https://ror.org/03x1zq178","country_code":"LV","type":"education","lineage":["https://openalex.org/I931278978"]},{"id":"https://openalex.org/I117222138","display_name":"Abu Dhabi University","ror":"https://ror.org/01r3kjq03","country_code":"AE","type":"education","lineage":["https://openalex.org/I117222138"]}],"countries":["AE","LV"],"is_corresponding":false,"raw_author_name":"S. Abdallah","raw_affiliation_strings":["College of Business Administration (COBA), Abu Dhabi University, P.O. Box 1790, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Business Administration (COBA), Abu Dhabi University, P.O. Box 1790, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I117222138","https://openalex.org/I931278978"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059618711","display_name":"Maher Alaraj","orcid":"https://orcid.org/0000-0001-9315-0670"},"institutions":[{"id":"https://openalex.org/I931278978","display_name":"College of Business Administration","ror":"https://ror.org/03x1zq178","country_code":"LV","type":"education","lineage":["https://openalex.org/I931278978"]},{"id":"https://openalex.org/I117222138","display_name":"Abu Dhabi University","ror":"https://ror.org/01r3kjq03","country_code":"AE","type":"education","lineage":["https://openalex.org/I117222138"]}],"countries":["AE","LV"],"is_corresponding":false,"raw_author_name":"M. Ala\u2019raj","raw_affiliation_strings":["College of Business Administration (COBA), Abu Dhabi University, P.O. Box 1790, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Business Administration (COBA), Abu Dhabi University, P.O. Box 1790, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I117222138","https://openalex.org/I931278978"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5013445357"],"corresponding_institution_ids":["https://openalex.org/I165779595"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":8.6456,"has_fulltext":false,"cited_by_count":110,"citation_normalized_percentile":{"value":0.97518186,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"270","issue":"1-2","first_page":"287","last_page":"312"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9902999997138977,"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/T11719","display_name":"Data Quality and Management","score":0.9728000164031982,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.769220769405365},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.7214003801345825},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6626054048538208},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.6008619070053101},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5959055423736572},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5820802450180054},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.5184838175773621},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.5146497488021851},{"id":"https://openalex.org/keywords/healthcare-delivery","display_name":"Healthcare delivery","score":0.4696093499660492},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.40601301193237305},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.23610559105873108},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1053541898727417}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.769220769405365},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.7214003801345825},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6626054048538208},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.6008619070053101},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5959055423736572},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5820802450180054},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.5184838175773621},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.5146497488021851},{"id":"https://openalex.org/C3018457447","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Healthcare delivery","level":3,"score":0.4696093499660492},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.40601301193237305},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.23610559105873108},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1053541898727417},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s10479-016-2393-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10479-016-2393-z","pdf_url":null,"source":{"id":"https://openalex.org/S57667410","display_name":"Annals of Operations Research","issn_l":"0254-5330","issn":["0254-5330","1572-9338"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Operations Research","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:spr:annopr:v:270:y:2018:i:1:d:10.1007_s10479-016-2393-z","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s10479-016-2393-z","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:jupiter.its.unimelb.edu.au:11343/283170","is_oa":false,"landing_page_url":"http://hdl.handle.net/11343/283170","pdf_url":null,"source":{"id":"https://openalex.org/S4377196259","display_name":"Minerva Access (University of Melbourne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165779595","host_organization_name":"The University of Melbourne","host_organization_lineage":["https://openalex.org/I165779595"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:researchbank.swinburne.edu.au:98dc53a0-b05c-4df8-87c9-bce59791eeee/1","is_oa":false,"landing_page_url":"http://hdl.handle.net/1959.3/444837","pdf_url":null,"source":{"id":"https://openalex.org/S4306401157","display_name":"Swinburne Research Bank (Swinburne University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I57093077","host_organization_name":"Swinburne University of Technology","host_organization_lineage":["https://openalex.org/I57093077"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annals of Operations Research, Vol. 270, no. 1-2 (Nov 2018), pp. 287-312","raw_type":""}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7400000095367432,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W1117743625","https://openalex.org/W1525006452","https://openalex.org/W1561223951","https://openalex.org/W1593265603","https://openalex.org/W1662351102","https://openalex.org/W1827565655","https://openalex.org/W1868716615","https://openalex.org/W1896329176","https://openalex.org/W1951106586","https://openalex.org/W1954560474","https://openalex.org/W1960363026","https://openalex.org/W1964503002","https://openalex.org/W1976088676","https://openalex.org/W1982048205","https://openalex.org/W1984243496","https://openalex.org/W2000485463","https://openalex.org/W2007343074","https://openalex.org/W2009167374","https://openalex.org/W2010635544","https://openalex.org/W2013261784","https://openalex.org/W2016123827","https://openalex.org/W2017847819","https://openalex.org/W2022699209","https://openalex.org/W2027722256","https://openalex.org/W2028828767","https://openalex.org/W2032991527","https://openalex.org/W2033609349","https://openalex.org/W2035361787","https://openalex.org/W2043092953","https://openalex.org/W2045745870","https://openalex.org/W2046167792","https://openalex.org/W2050096609","https://openalex.org/W2064507996","https://openalex.org/W2084279889","https://openalex.org/W2091283601","https://openalex.org/W2094382136","https://openalex.org/W2099411107","https://openalex.org/W2103037286","https://openalex.org/W2106137049","https://openalex.org/W2114536297","https://openalex.org/W2115470731","https://openalex.org/W2123296106","https://openalex.org/W2131816657","https://openalex.org/W2141441962","https://openalex.org/W2144701559","https://openalex.org/W2155796842","https://openalex.org/W2160327429","https://openalex.org/W2163598528","https://openalex.org/W2164411210","https://openalex.org/W2165526940","https://openalex.org/W2169004510","https://openalex.org/W2172113680","https://openalex.org/W2302800291","https://openalex.org/W2306196080","https://openalex.org/W2327370225","https://openalex.org/W2343140889","https://openalex.org/W2346205345","https://openalex.org/W2401291795","https://openalex.org/W2414134524","https://openalex.org/W3121177474","https://openalex.org/W3123115705","https://openalex.org/W3123506892","https://openalex.org/W3126064780","https://openalex.org/W3140472528","https://openalex.org/W4231211543","https://openalex.org/W4231299816","https://openalex.org/W4242947661","https://openalex.org/W4319156734","https://openalex.org/W6600025118","https://openalex.org/W6632972454","https://openalex.org/W6684327724"],"related_works":["https://openalex.org/W2052370551","https://openalex.org/W2570647323","https://openalex.org/W2206805568","https://openalex.org/W2076942471","https://openalex.org/W2515921780","https://openalex.org/W3027285423","https://openalex.org/W2863268765","https://openalex.org/W2948559760","https://openalex.org/W2896245927","https://openalex.org/W4205879366"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":18},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":12},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":1}],"updated_date":"2026-05-22T09:01:20.584952","created_date":"2025-10-10T00:00:00"}
