{"id":"https://openalex.org/W2601348513","doi":"https://doi.org/10.1007/978-3-319-56154-7_35","title":"Machine Learning Approaches for Predicting High Utilizers in Health Care","display_name":"Machine Learning Approaches for Predicting High Utilizers in Health Care","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2601348513","doi":"https://doi.org/10.1007/978-3-319-56154-7_35","mag":"2601348513"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-56154-7_35","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-56154-7_35","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/A5102017132","display_name":"Chengliang Yang","orcid":"https://orcid.org/0000-0003-1151-5571"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chengliang Yang","raw_affiliation_strings":["Department of Computer and Information Science and Engineering, University of Florida, Gainesville, Florida, 32611, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science and Engineering, University of Florida, Gainesville, Florida, 32611, USA","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087903373","display_name":"Chris Delcher","orcid":"https://orcid.org/0000-0001-7214-0326"},"institutions":[{"id":"https://openalex.org/I2800717037","display_name":"University of Florida Health","ror":"https://ror.org/04tk2gy88","country_code":"US","type":"education","lineage":["https://openalex.org/I2800717037"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chris Delcher","raw_affiliation_strings":["Department of Health Outcomes and Policy, University of Florida, Gainesville, Florida, 32611, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Health Outcomes and Policy, University of Florida, Gainesville, Florida, 32611, USA","institution_ids":["https://openalex.org/I2800717037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026803588","display_name":"Elizabeth Shenkman","orcid":"https://orcid.org/0000-0003-4903-1804"},"institutions":[{"id":"https://openalex.org/I2800717037","display_name":"University of Florida Health","ror":"https://ror.org/04tk2gy88","country_code":"US","type":"education","lineage":["https://openalex.org/I2800717037"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elizabeth Shenkman","raw_affiliation_strings":["Department of Health Outcomes and Policy, University of Florida, Gainesville, Florida, 32611, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Health Outcomes and Policy, University of Florida, Gainesville, Florida, 32611, USA","institution_ids":["https://openalex.org/I2800717037"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077570468","display_name":"Sanjay Ranka","orcid":"https://orcid.org/0000-0003-4886-1988"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sanjay Ranka","raw_affiliation_strings":["Department of Computer and Information Science and Engineering, University of Florida, Gainesville, Florida, 32611, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science and Engineering, University of Florida, Gainesville, Florida, 32611, USA","institution_ids":["https://openalex.org/I33213144"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"382","last_page":"395"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12246","display_name":"Chronic Disease Management Strategies","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T12246","display_name":"Chronic Disease Management Strategies","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T10391","display_name":"Healthcare Policy and Management","score":0.9930999875068665,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12781","display_name":"Global Health Care Issues","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"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/interpretability","display_name":"Interpretability","score":0.947306215763092},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7193422317504883},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6527722477912903},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.6247139573097229},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.581743597984314},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5815665125846863},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5804551839828491},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5277926325798035},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.49644356966018677},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.48546794056892395},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.4664798378944397},{"id":"https://openalex.org/keywords/public-health-care","display_name":"Public health care","score":0.4276912808418274},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.359319806098938},{"id":"https://openalex.org/keywords/health-policy","display_name":"Health policy","score":0.1818292737007141},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.15511122345924377},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1315717101097107},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07874780893325806}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.947306215763092},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7193422317504883},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6527722477912903},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.6247139573097229},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.581743597984314},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5815665125846863},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5804551839828491},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5277926325798035},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.49644356966018677},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.48546794056892395},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.4664798378944397},{"id":"https://openalex.org/C2993197305","wikidata":"https://www.wikidata.org/wiki/Q294308","display_name":"Public health care","level":4,"score":0.4276912808418274},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.359319806098938},{"id":"https://openalex.org/C47344431","wikidata":"https://www.wikidata.org/wiki/Q1519812","display_name":"Health policy","level":3,"score":0.1818292737007141},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.15511122345924377},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1315717101097107},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07874780893325806},{"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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-319-56154-7_35","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-56154-7_35","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":21,"referenced_works":["https://openalex.org/W6908809","https://openalex.org/W1499796422","https://openalex.org/W1678356000","https://openalex.org/W1952553890","https://openalex.org/W1977896550","https://openalex.org/W1981276685","https://openalex.org/W2029595168","https://openalex.org/W2050930712","https://openalex.org/W2079202550","https://openalex.org/W2095705004","https://openalex.org/W2111510929","https://openalex.org/W2135046866","https://openalex.org/W2168111072","https://openalex.org/W2295598076","https://openalex.org/W2380594038","https://openalex.org/W2488769594","https://openalex.org/W2518582440","https://openalex.org/W2553485720","https://openalex.org/W2963271116","https://openalex.org/W3102476541","https://openalex.org/W3125848862"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2963326959","https://openalex.org/W4388685194","https://openalex.org/W4312407344","https://openalex.org/W4293151273"],"abstract_inverted_index":null,"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}