{"id":"https://openalex.org/W3041977053","doi":"https://doi.org/10.1109/jbhi.2020.3008493","title":"Medical Treatment Migration Prediction Based on GCN via Medical Insurance Data","display_name":"Medical Treatment Migration Prediction Based on GCN via Medical Insurance Data","publication_year":2020,"publication_date":"2020-07-10","ids":{"openalex":"https://openalex.org/W3041977053","doi":"https://doi.org/10.1109/jbhi.2020.3008493","mag":"3041977053","pmid":"https://pubmed.ncbi.nlm.nih.gov/32750955"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2020.3008493","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2020.3008493","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5023187040","display_name":"Yongjian Ren","orcid":"https://orcid.org/0000-0002-7018-7427"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongjian Ren","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-7018-7427","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063237141","display_name":"Yuliang Shi","orcid":"https://orcid.org/0000-0002-1824-4244"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuliang Shi","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-1824-4244","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100342349","display_name":"Kun Zhang","orcid":"https://orcid.org/0000-0002-5945-0351"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]},{"id":"https://openalex.org/I34949971","display_name":"University of Jinan","ror":"https://ror.org/02mjz6f26","country_code":"CN","type":"education","lineage":["https://openalex.org/I34949971"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Zhang","raw_affiliation_strings":["School of Information Science and Engineering, University of Jinan, Jinan, China","School of Software, Shandong University, Jinan, China","Shandong Provincial Key Laboratory of Network-based Intelligent Computing, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, University of Jinan, Jinan, China","institution_ids":["https://openalex.org/I34949971"]},{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Shandong Provincial Key Laboratory of Network-based Intelligent Computing, Jinan, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100370053","display_name":"Zhiyong Chen","orcid":"https://orcid.org/0000-0002-2033-4249"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyong Chen","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100735885","display_name":"Zhongmin Yan","orcid":"https://orcid.org/0000-0002-5271-5417"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongmin Yan","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7426,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.87822723,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"24","issue":"9","first_page":"2516","last_page":"2522"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9965999722480774,"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"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9965999722480774,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9832000136375427,"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/T11719","display_name":"Data Quality and Management","score":0.9789999723434448,"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/computer-science","display_name":"Computer science","score":0.7506369948387146},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5494142174720764},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.43135562539100647},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3303176164627075},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.26452624797821045}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7506369948387146},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5494142174720764},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.43135562539100647},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3303176164627075},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.26452624797821045}],"mesh":[{"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":"D007341","descriptor_name":"Insurance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007341","descriptor_name":"Insurance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007341","descriptor_name":"Insurance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2020.3008493","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2020.3008493","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:32750955","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32750955","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.6600000262260437}],"awards":[{"id":"https://openalex.org/G631502022","display_name":null,"funder_award_id":"ZR2017ZB0419","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W1529533208","https://openalex.org/W2101848544","https://openalex.org/W2460319482","https://openalex.org/W2466714650","https://openalex.org/W2604314403","https://openalex.org/W2613053618","https://openalex.org/W2728059831","https://openalex.org/W2756203131","https://openalex.org/W2759136286","https://openalex.org/W2786016794","https://openalex.org/W2788284887","https://openalex.org/W2788474500","https://openalex.org/W2788919350","https://openalex.org/W2804057010","https://openalex.org/W2806489700","https://openalex.org/W2807021761","https://openalex.org/W2886432218","https://openalex.org/W2889870114","https://openalex.org/W2904900486","https://openalex.org/W2911306712","https://openalex.org/W2911632638","https://openalex.org/W2912503608","https://openalex.org/W2913560138","https://openalex.org/W2918323453","https://openalex.org/W2921730678","https://openalex.org/W2924361186","https://openalex.org/W2939930244","https://openalex.org/W2941932503","https://openalex.org/W2945996535","https://openalex.org/W2962711740","https://openalex.org/W2962767366","https://openalex.org/W2963041663","https://openalex.org/W2963224980","https://openalex.org/W2963460103","https://openalex.org/W2964015378","https://openalex.org/W2964114465","https://openalex.org/W2964116313","https://openalex.org/W2964145825","https://openalex.org/W2964152081","https://openalex.org/W2964172681","https://openalex.org/W2964236544","https://openalex.org/W3011667710","https://openalex.org/W3100848837","https://openalex.org/W3103720336","https://openalex.org/W3106439716","https://openalex.org/W4293651439","https://openalex.org/W4294558607","https://openalex.org/W6713582119","https://openalex.org/W6726873649","https://openalex.org/W6738964360","https://openalex.org/W6740216407","https://openalex.org/W6744557953","https://openalex.org/W6745890231","https://openalex.org/W6748524405","https://openalex.org/W6748684222","https://openalex.org/W6752110883","https://openalex.org/W6754929296","https://openalex.org/W6757078134","https://openalex.org/W6760650853","https://openalex.org/W6761267837"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Nowadays,":[0],"prediction":[1,51,123],"for":[2,53],"medical":[3,23,35,41,47,54,59,69,76,80,210],"treatment":[4,24,55,70,81],"migration":[5,25,56],"has":[6],"become":[7],"one":[8],"of":[9,16,33,40,46,180,192],"the":[10,14,22,31,37,44,99,113,170,199,225],"interesting":[11],"issues":[12],"in":[13,64,133,198],"field":[15],"health":[17],"informatics.":[18],"This":[19],"is":[20,27,62,72,83,131,166,196,222],"because":[21],"behavior":[26],"closely":[28],"related":[29],"to":[30,111,160,168,176],"evaluation":[32],"regional":[34],"level,":[36],"rational":[38],"use":[39],"resources,":[42],"and":[43,98,150],"distribution":[45],"insurance.":[48],"Therefore,":[49],"a":[50,68,84,122,156,208],"model":[52,124,142],"based":[57,74,125,146,154,182],"on":[58,75,126,147,155,183,207],"insurance":[60,77,211],"data":[61,212],"introduced":[63],"this":[65,120,134],"paper.":[66],"First,":[67],"graph":[71,82,106],"constructed":[73],"data.":[78],"The":[79,140],"heterogeneous":[85],"graph,":[86],"which":[87],"contains":[88],"entities":[89,145,153],"such":[90],"as":[91],"patients,":[92],"diseases,":[93],"hospitals,":[94],"medicines,":[95],"hospitalization":[96],"events,":[97],"relations":[100],"between":[101,116],"these":[102],"entities.":[103,118],"However,":[104],"existing":[105],"neural":[107],"networks":[108],"are":[109,205],"unable":[110],"capture":[112],"time-series":[114],"relationships":[115],"event-type":[117,152],"To":[119],"end,":[121],"Graph":[127],"Convolutional":[128],"Network":[129],"(GCN)":[130],"proposed":[132,141,200],"paper,":[135],"namely,":[136],"Event-involved":[137],"GCN":[138],"(EGCN).":[139],"aggregates":[143,151],"conventional":[144],"attention":[148],"mechanism,":[149],"gating":[157],"mechanism":[158],"similar":[159],"LSTM.":[161],"In":[162,174],"addition,":[163],"jumping":[164],"connection":[165],"deployed":[167,197],"obtain":[169,177],"final":[171],"node":[172],"representation.":[173],"order":[175],"embedded":[178],"representations":[179],"medicines":[181],"external":[184],"information":[185],"(medicine":[186],"descriptions),":[187],"an":[188],"automatic":[189],"encoder":[190],"capable":[191],"embedding":[193],"medicine":[194],"descriptions":[195],"model.":[201],"Finally,":[202],"extensive":[203],"experiments":[204],"conducted":[206],"real":[209],"set.":[213],"Experimental":[214],"results":[215],"show":[216],"that":[217],"our":[218],"model's":[219],"predictive":[220],"ability":[221],"better":[223],"than":[224],"best":[226],"models":[227],"available.":[228]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}