{"id":"https://openalex.org/W3006944055","doi":"https://doi.org/10.1109/bigdata47090.2019.9006592","title":"Predicting Post-stroke Hospital Discharge Disposition Using Interpretable Machine Learning Approaches","display_name":"Predicting Post-stroke Hospital Discharge Disposition Using Interpretable Machine Learning Approaches","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3006944055","doi":"https://doi.org/10.1109/bigdata47090.2019.9006592","mag":"3006944055"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata47090.2019.9006592","doi":"https://doi.org/10.1109/bigdata47090.2019.9006592","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata47090.2019.9006592","pdf_url":null,"source":{"id":"https://openalex.org/S4363607709","display_name":"IEEE International Conference on Big Data (BigData)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"volume":null,"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/A5025996035","display_name":"Jin Yeon Cho","orcid":"https://orcid.org/0000-0002-0984-7852","observed_orcids":["https://orcid.org/0000-0002-0984-7852"]},"institutions":[{"id":"https://openalex.org/I177097968","display_name":"University of Tennessee at Chattanooga","ror":"https://ror.org/00nqb1v70","country_code":"US","type":"education","lineage":["https://openalex.org/I177097968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jin Cho","raw_affiliation_strings":["Department of Computer Science and Engineering, The University of Tennessee at Chattanooga, Chattanooga, TN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, The University of Tennessee at Chattanooga, Chattanooga, TN","institution_ids":["https://openalex.org/I177097968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009417004","display_name":"Alnour Alharin","orcid":"https://orcid.org/0000-0001-9652-8309","observed_orcids":["https://orcid.org/0000-0001-9652-8309"]},"institutions":[{"id":"https://openalex.org/I177097968","display_name":"University of Tennessee at Chattanooga","ror":"https://ror.org/00nqb1v70","country_code":"US","type":"education","lineage":["https://openalex.org/I177097968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alnour Alharin","raw_affiliation_strings":["Department of Computer Science and Engineering, The University of Tennessee at Chattanooga, Chattanooga, TN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, The University of Tennessee at Chattanooga, Chattanooga, TN","institution_ids":["https://openalex.org/I177097968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101918582","display_name":"Zhen Hu","orcid":"https://orcid.org/0000-0001-5010-2900","observed_orcids":["https://orcid.org/0000-0001-5010-2900"]},"institutions":[{"id":"https://openalex.org/I177097968","display_name":"University of Tennessee at Chattanooga","ror":"https://ror.org/00nqb1v70","country_code":"US","type":"education","lineage":["https://openalex.org/I177097968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhen Hu","raw_affiliation_strings":["Department of Computer Science and Engineering, The University of Tennessee at Chattanooga, Chattanooga, TN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, The University of Tennessee at Chattanooga, Chattanooga, TN","institution_ids":["https://openalex.org/I177097968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111389813","display_name":"Nancy Fell","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I177097968","display_name":"University of Tennessee at Chattanooga","ror":"https://ror.org/00nqb1v70","country_code":"US","type":"education","lineage":["https://openalex.org/I177097968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nancy Fell","raw_affiliation_strings":["Department of Physical Therapy, The University of Tennessee at Chattanooga, Chattanooga, TN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physical Therapy, The University of Tennessee at Chattanooga, Chattanooga, TN","institution_ids":["https://openalex.org/I177097968"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065246264","display_name":"Mina Sartipi","orcid":"https://orcid.org/0000-0002-6709-5046","observed_orcids":["https://orcid.org/0000-0002-6709-5046"]},"institutions":[{"id":"https://openalex.org/I177097968","display_name":"University of Tennessee at Chattanooga","ror":"https://ror.org/00nqb1v70","country_code":"US","type":"education","lineage":["https://openalex.org/I177097968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mina Sartipi","raw_affiliation_strings":["Department of Computer Science and Engineering, The University of Tennessee at Chattanooga, Chattanooga, TN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, The University of Tennessee at Chattanooga, Chattanooga, TN","institution_ids":["https://openalex.org/I177097968"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I177097968"],"apc_list":null,"apc_paid":null,"fwci":1.6859,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.85701192,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"4817","last_page":"4822"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.5532000064849854,"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"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.5532000064849854,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.3019999861717224,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.12399999797344208,"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/stroke","display_name":"stroke","score":0.925000011920929},{"id":"https://openalex.org/keywords/hospital-discharge-disposition","display_name":"hospital discharge disposition","score":0.9940000176429749},{"id":"https://openalex.org/keywords/model-interpretability","display_name":"model interpretability","score":0.847000002861023},{"id":"https://openalex.org/keywords/lime","display_name":"lime","score":0.8939999938011169},{"id":"https://openalex.org/keywords/model-explainability","display_name":"model explainability","score":0.7080000042915344},{"id":"https://openalex.org/keywords/stroke-rehabilitation","display_name":"stroke rehabilitation","score":0.9049999713897705},{"id":"https://openalex.org/keywords/acute-stroke-management","display_name":"acute stroke care","score":0.6679999828338623}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5921067595481873},{"id":"https://openalex.org/C38022665","wikidata":"https://www.wikidata.org/wiki/Q1149305","display_name":"Disposition","level":2,"score":0.5892700552940369},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5625691413879395},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.548941969871521},{"id":"https://openalex.org/C2780645631","wikidata":"https://www.wikidata.org/wiki/Q671554","display_name":"Stroke (engine)","level":2,"score":0.48221123218536377},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17280113697052002},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1645791232585907},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata47090.2019.9006592","doi":"https://doi.org/10.1109/bigdata47090.2019.9006592","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata47090.2019.9006592","pdf_url":null,"source":{"id":"https://openalex.org/S4363607709","display_name":"IEEE International Conference on Big Data (BigData)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8560000061988831,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W298212978","https://openalex.org/W1981976602","https://openalex.org/W1988790447","https://openalex.org/W2009638640","https://openalex.org/W2030400419","https://openalex.org/W2037195555","https://openalex.org/W2101234009","https://openalex.org/W2113242816","https://openalex.org/W2119216632","https://openalex.org/W2177870565","https://openalex.org/W2282821441","https://openalex.org/W2612008443","https://openalex.org/W2751263340","https://openalex.org/W2753415590","https://openalex.org/W2801490189","https://openalex.org/W2808315098","https://openalex.org/W4296886862"],"related_works":["https://openalex.org/W4407214822","https://openalex.org/W7220149187","https://openalex.org/W7130567291","https://openalex.org/W4414856088","https://openalex.org/W4402115499","https://openalex.org/W7147421522","https://openalex.org/W2612008443","https://openalex.org/W4415178818","https://openalex.org/W7222031876","https://openalex.org/W3196115646"],"abstract_inverted_index":{"Stroke":[0],"is":[1,28,36,94,99],"the":[2,59,81,88,91,112,119,135],"fifth":[3],"leading":[4],"cause":[5],"of":[6,20,32,61,83,90,137],"death":[7],"for":[8,38,118],"Americans.":[9],"Due":[10],"to":[11,80,100,110,142],"critical":[12],"consequences":[13],"and":[14,41,51,146],"cost,":[15],"an":[16,44,122],"efficient":[17],"stroke":[18,39],"system":[19],"care":[21],"(i.e.,":[22],"acute":[23,26,49],"treatment,":[24],"post-stroke":[25,102],"rehabilitation)":[27],"necessary.":[29],"Early":[30],"determination":[31],"hospital":[33,103],"discharge":[34,104],"disposition":[35,105],"important":[37],"management,":[40],"can":[42],"make":[43],"immense":[45],"impact":[46],"in":[47,71,75,139,150],"optimizing":[48],"treatment":[50],"planning":[52],"post-acute":[53],"rehabilitation":[54],"with":[55],"desired":[56],"outcomes.":[57],"With":[58],"rise":[60],"sophisticated":[62],"machine":[63,107,143],"learning":[64,108,144],"models,":[65],"many":[66],"researchers":[67],"have":[68],"gained":[69],"momentum":[70],"using":[72,106,121],"such":[73,125],"models":[74,86,109,145],"their":[76],"studies.":[77],"However,":[78],"due":[79],"lack":[82],"explanations":[84,117],"that":[85],"provide,":[87],"integrity":[89],"prediction":[92,113],"result":[93],"often":[95],"challenged.":[96],"Our":[97,132],"goal":[98],"predict":[101],"increase":[111],"capability":[114],"while":[115],"providing":[116,140],"results":[120,133],"interpretation":[123],"method,":[124],"as":[126],"Local":[127],"Interpretable":[128],"Model-agnoistic":[129],"Explanations":[130],"(LIME).":[131],"demonstrate":[134],"effectiveness":[136],"LIME":[138],"interpretability":[141],"suggests":[147],"further":[148],"exploration":[149],"performance":[151],"improvement.":[152]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2020-03-06T00:00:00"}