{"id":"https://openalex.org/W3126932986","doi":"https://doi.org/10.1109/bibm49941.2020.9313492","title":"Predicting Prescriptions via DSCA-Dual Sequences with Cross Attention Network","display_name":"Predicting Prescriptions via DSCA-Dual Sequences with Cross Attention Network","publication_year":2020,"publication_date":"2020-12-16","ids":{"openalex":"https://openalex.org/W3126932986","doi":"https://doi.org/10.1109/bibm49941.2020.9313492","mag":"3126932986"},"language":"en","primary_location":{"id":"doi:10.1109/bibm49941.2020.9313492","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm49941.2020.9313492","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-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/A5100669562","display_name":"Wu Lee","orcid":"https://orcid.org/0000-0003-2838-8062"},"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":"Wu Lee","raw_affiliation_strings":["School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People\u2019s Republic of China","School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People\u2019s Republic of China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People's Republic of 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, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People\u2019s Republic of China","School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People\u2019s Republic of China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People's Republic of China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081189578","display_name":"Lin Cheng","orcid":"https://orcid.org/0000-0001-5484-3351"},"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":"Lin Cheng","raw_affiliation_strings":["School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People\u2019s Republic of China","School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People\u2019s Republic of China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People's Republic of China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006083363","display_name":"Yongqing Zheng","orcid":null},"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":"Yongqing Zheng","raw_affiliation_strings":["School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People\u2019s Republic of China","School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People\u2019s Republic of China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People's Republic of 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, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People\u2019s Republic of China","School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People\u2019s Republic of China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Software, Shandong University, No. 1500, Shunhua Road, High-tech Development Zone, Jinan City, Shandong Province, People's Republic of China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.20106773,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"615","last_page":"622"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9940000176429749,"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/T10028","display_name":"Topic Modeling","score":0.9914000034332275,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7594411373138428},{"id":"https://openalex.org/keywords/interdependence","display_name":"Interdependence","score":0.6162177324295044},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.5915423631668091},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.578308641910553},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5526434183120728},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5409783124923706},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5394178032875061},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4572477340698242},{"id":"https://openalex.org/keywords/medical-prescription","display_name":"Medical prescription","score":0.45267295837402344},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41901448369026184},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.0858311653137207}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7594411373138428},{"id":"https://openalex.org/C185874996","wikidata":"https://www.wikidata.org/wiki/Q269699","display_name":"Interdependence","level":2,"score":0.6162177324295044},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.5915423631668091},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.578308641910553},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5526434183120728},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5409783124923706},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5394178032875061},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4572477340698242},{"id":"https://openalex.org/C2426938","wikidata":"https://www.wikidata.org/wiki/Q3355478","display_name":"Medical prescription","level":2,"score":0.45267295837402344},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41901448369026184},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0858311653137207},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm49941.2020.9313492","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm49941.2020.9313492","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W19078547","https://openalex.org/W1924770834","https://openalex.org/W1969116741","https://openalex.org/W2004638738","https://openalex.org/W2042954874","https://openalex.org/W2064675550","https://openalex.org/W2107878631","https://openalex.org/W2110071511","https://openalex.org/W2110485445","https://openalex.org/W2130942839","https://openalex.org/W2136848157","https://openalex.org/W2147527908","https://openalex.org/W2325237720","https://openalex.org/W2396881363","https://openalex.org/W2432718434","https://openalex.org/W2594685110","https://openalex.org/W2744140371","https://openalex.org/W2792791113","https://openalex.org/W2808915113","https://openalex.org/W2936858685","https://openalex.org/W2946008609","https://openalex.org/W2949655105","https://openalex.org/W2949721196","https://openalex.org/W2950416221","https://openalex.org/W2963403868","https://openalex.org/W2963561234","https://openalex.org/W2963806310","https://openalex.org/W2964308564","https://openalex.org/W2986186789","https://openalex.org/W3015267357","https://openalex.org/W3098949126","https://openalex.org/W3099136959"],"related_works":["https://openalex.org/W2139079562","https://openalex.org/W2749324135","https://openalex.org/W2361820086","https://openalex.org/W4298287631","https://openalex.org/W2953061907","https://openalex.org/W4388487825","https://openalex.org/W1847088711","https://openalex.org/W4225394202","https://openalex.org/W3036642985","https://openalex.org/W3032952384"],"abstract_inverted_index":{"Mining":[0],"Electronic":[1],"Health":[2],"Records":[3],"(EHRs)":[4],"is":[5,62],"of":[6,15,36,56,92,121],"great":[7],"significance":[8],"to":[9,28,52],"improve":[10],"the":[11,54,57,111,136,150],"efficiency":[12],"and":[13,72,89,128,131,155],"quality":[14],"medical":[16],"services.":[17],"In":[18],"recent":[19],"years,":[20],"researchers":[21],"have":[22],"used":[23],"deep":[24],"recurrent":[25,78,122],"neural":[26,79,123],"networks":[27,80,124,147],"predict":[29],"patients'":[30],"next-period":[31,38],"prescriptions.":[32],"The":[33,44],"main":[34],"challenges":[35],"predicting":[37],"prescriptions":[39],"are":[40],"as":[41],"follows:":[42],"i)":[43],"latent":[45,133],"interdependence":[46,112,134,151],"information":[47,85,152],"which":[48],"can":[49,109,126,148],"be":[50],"utilized":[51],"enhance":[53],"representation":[55],"data":[58,143],"between":[59,86,113,135,153],"heterogeneous":[60,87],"features":[61,88],"dynamic.":[63],"However,":[64],"most":[65],"existing":[66],"approaches":[67],"do":[68],"not":[69],"consider":[70],"capturing":[71],"utilizing":[73],"this":[74],"information.":[75],"ii)":[76],"Conventional":[77],"cannot":[81],"store":[82],"historical":[83,132],"interdependent":[84],"take":[90],"advantage":[91],"it.":[93],"To":[94],"address":[95],"these":[96],"challenges,":[97],"We":[98,116],"propose":[99,118],"a":[100],"novel":[101],"attention":[102],"mechanism":[103],"named":[104],"Cross":[105],"Attention":[106],"(CA)":[107],"that":[108,125,145],"capture":[110,127,149],"two":[114,137],"sequences.":[115,138],"further":[117],"three":[119],"types":[120],"utilize":[129],"current":[130],"Extensive":[139],"experiments":[140],"on":[141],"real-world":[142],"demonstrate":[144],"DSCA":[146],"sequences":[154],"outperform":[156],"state-of-the-art":[157],"methods.":[158]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}