{"id":"https://openalex.org/W2990707254","doi":"https://doi.org/10.1109/ichi.2019.8904526","title":"Towards neural abstractive clinical trial text summarization with sequence to sequence models","display_name":"Towards neural abstractive clinical trial text summarization with sequence to sequence models","publication_year":2019,"publication_date":"2019-06-01","ids":{"openalex":"https://openalex.org/W2990707254","doi":"https://doi.org/10.1109/ichi.2019.8904526","mag":"2990707254"},"language":"en","primary_location":{"id":"doi:10.1109/ichi.2019.8904526","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ichi.2019.8904526","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Healthcare Informatics (ICHI)","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/A5063798437","display_name":"Celia Cintas","orcid":"https://orcid.org/0000-0002-8064-9189"},"institutions":[{"id":"https://openalex.org/I4210162937","display_name":"IBM Research - Africa","ror":"https://ror.org/05c0m9m16","country_code":"ZA","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210162937"]}],"countries":["ZA"],"is_corresponding":true,"raw_author_name":"Celia Cintas","raw_affiliation_strings":["IBM Research Africa,Nairobi,Kenya","IBM Research Africa, Nairobi, Kenya"],"affiliations":[{"raw_affiliation_string":"IBM Research Africa,Nairobi,Kenya","institution_ids":["https://openalex.org/I4210162937"]},{"raw_affiliation_string":"IBM Research Africa, Nairobi, Kenya","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040949314","display_name":"William Ogallo","orcid":"https://orcid.org/0000-0001-8580-1656"},"institutions":[{"id":"https://openalex.org/I4210162937","display_name":"IBM Research - Africa","ror":"https://ror.org/05c0m9m16","country_code":"ZA","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210162937"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"William Ogallo","raw_affiliation_strings":["IBM Research Africa,Nairobi,Kenya","IBM Research Africa, Nairobi, Kenya"],"affiliations":[{"raw_affiliation_string":"IBM Research Africa,Nairobi,Kenya","institution_ids":["https://openalex.org/I4210162937"]},{"raw_affiliation_string":"IBM Research Africa, Nairobi, Kenya","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004509112","display_name":"Aisha Walcott","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162937","display_name":"IBM Research - Africa","ror":"https://ror.org/05c0m9m16","country_code":"ZA","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210162937"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Aisha Walcott","raw_affiliation_strings":["IBM Research Africa,Nairobi,Kenya","IBM Research Africa, Nairobi, Kenya"],"affiliations":[{"raw_affiliation_string":"IBM Research Africa,Nairobi,Kenya","institution_ids":["https://openalex.org/I4210162937"]},{"raw_affiliation_string":"IBM Research Africa, Nairobi, Kenya","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089731310","display_name":"Sekou L. Remy","orcid":"https://orcid.org/0000-0003-2332-6890"},"institutions":[{"id":"https://openalex.org/I4210162937","display_name":"IBM Research - Africa","ror":"https://ror.org/05c0m9m16","country_code":"ZA","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210162937"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Sekou L Remy","raw_affiliation_strings":["IBM Research Africa,Nairobi,Kenya","IBM Research Africa, Nairobi, Kenya"],"affiliations":[{"raw_affiliation_string":"IBM Research Africa,Nairobi,Kenya","institution_ids":["https://openalex.org/I4210162937"]},{"raw_affiliation_string":"IBM Research Africa, Nairobi, Kenya","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075828823","display_name":"Victor Akinwande","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162937","display_name":"IBM Research - Africa","ror":"https://ror.org/05c0m9m16","country_code":"ZA","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210162937"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Victor Akinwande","raw_affiliation_strings":["IBM Research Africa,Nairobi,Kenya","IBM Research Africa, Nairobi, Kenya"],"affiliations":[{"raw_affiliation_string":"IBM Research Africa,Nairobi,Kenya","institution_ids":["https://openalex.org/I4210162937"]},{"raw_affiliation_string":"IBM Research Africa, Nairobi, Kenya","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006481354","display_name":"Samuel Osebe","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162937","display_name":"IBM Research - Africa","ror":"https://ror.org/05c0m9m16","country_code":"ZA","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210162937"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Samuel Osebe","raw_affiliation_strings":["IBM Research Africa,Nairobi,Kenya","IBM Research Africa, Nairobi, Kenya"],"affiliations":[{"raw_affiliation_string":"IBM Research Africa,Nairobi,Kenya","institution_ids":["https://openalex.org/I4210162937"]},{"raw_affiliation_string":"IBM Research Africa, Nairobi, Kenya","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5063798437"],"corresponding_institution_ids":["https://openalex.org/I4210162937"],"apc_list":null,"apc_paid":null,"fwci":0.4341,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.72989753,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9984999895095825,"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/T10028","display_name":"Topic Modeling","score":0.9984999895095825,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12478","display_name":"Wikis in Education and Collaboration","score":0.9815999865531921,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/automatic-summarization","display_name":"Automatic summarization","score":0.8358535170555115},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7221970558166504},{"id":"https://openalex.org/keywords/vocabulary","display_name":"Vocabulary","score":0.6627013683319092},{"id":"https://openalex.org/keywords/clinical-trial","display_name":"Clinical trial","score":0.6445069909095764},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.5290431380271912},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4958229959011078},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.49130502343177795},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.49130144715309143},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.47307950258255005},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45297685265541077},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.38745513558387756},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.37603268027305603},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.15394040942192078}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.8358535170555115},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7221970558166504},{"id":"https://openalex.org/C2777601683","wikidata":"https://www.wikidata.org/wiki/Q6499736","display_name":"Vocabulary","level":2,"score":0.6627013683319092},{"id":"https://openalex.org/C535046627","wikidata":"https://www.wikidata.org/wiki/Q30612","display_name":"Clinical trial","level":2,"score":0.6445069909095764},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.5290431380271912},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4958229959011078},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.49130502343177795},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.49130144715309143},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.47307950258255005},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45297685265541077},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38745513558387756},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.37603268027305603},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.15394040942192078},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ichi.2019.8904526","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ichi.2019.8904526","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Healthcare Informatics (ICHI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8199999928474426,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W648786980","https://openalex.org/W2102725242","https://openalex.org/W2130942839","https://openalex.org/W2154652894","https://openalex.org/W2165002752","https://openalex.org/W2261303017","https://openalex.org/W2280798142","https://openalex.org/W2338896872","https://openalex.org/W2594990650","https://openalex.org/W2606410677","https://openalex.org/W2902744721","https://openalex.org/W4235505822","https://openalex.org/W6621543089","https://openalex.org/W6679436768","https://openalex.org/W6682631176","https://openalex.org/W6695220544"],"related_works":["https://openalex.org/W2093597205","https://openalex.org/W2389846579","https://openalex.org/W1749760625","https://openalex.org/W2361032643","https://openalex.org/W132250100","https://openalex.org/W2981651290","https://openalex.org/W2392495745","https://openalex.org/W2472885054","https://openalex.org/W2375487298","https://openalex.org/W1539478205"],"abstract_inverted_index":{"The":[0,78],"recruitment":[1,24],"stage":[2],"in":[3,8,21,115,145],"clinical":[4,22,53,70,95,136],"trials":[5,23,36,54,71,96,137],"is":[6],"key":[7],"ensuring":[9],"enrollment":[10,55],"of":[11,17,44,60,80,112,117,122,134],"a":[12,38,49,88,109,131],"large":[13],"and":[14,31,40,65,72,125,144],"diverse":[15,42],"number":[16],"participants.":[18,46,77],"Recent":[19],"trends":[20],"strategies":[25],"have":[26],"leveraged":[27],"social":[28],"media,":[29],"mobile,":[30],"web-based":[32],"platforms":[33],"to":[34,37,51,75,90,100,139],"advertise":[35],"broader":[39],"more":[41],"set":[43],"potential":[45],"We":[47],"develop":[48],"method":[50],"improve":[52],"rates":[56],"through":[57],"novel":[58],"models":[59],"communication":[61],"that":[62],"provide":[63,73],"accurate":[64],"unbiased":[66],"information":[67],"about":[68],"the":[69,113],"awareness":[74],"target":[76],"contributions":[79],"this":[81],"paper":[82],"are":[83],"two-fold.":[84],"First":[85],"we":[86,107,129],"propose":[87],"model":[89,114],"generate":[91,130],"abstractive":[92],"summaries":[93,138],"for":[94,142],"based":[97],"on":[98],"sequence":[99,101],"networks":[102],"with":[103],"attention":[104,123],"policies.":[105],"Second,":[106],"present":[108],"preliminary":[110],"evaluation":[111],"terms":[116],"learning,":[118],"vocabulary":[119],"development,":[120],"choices":[121],"policies,":[124],"summarization":[126],"outputs.":[127],"Finally,":[128],"dataset":[132],"consisting":[133],"multi-sentence":[135],"be":[140],"used":[141],"bench-marking":[143],"future":[146],"work.":[147]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}