{"id":"https://openalex.org/W2973000722","doi":"https://doi.org/10.1145/3307339.3342143","title":"A Visual Analytics Framework for Analysis of Patient Trajectories","display_name":"A Visual Analytics Framework for Analysis of Patient Trajectories","publication_year":2019,"publication_date":"2019-09-04","ids":{"openalex":"https://openalex.org/W2973000722","doi":"https://doi.org/10.1145/3307339.3342143","mag":"2973000722"},"language":"en","primary_location":{"id":"doi:10.1145/3307339.3342143","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3307339.3342143","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3307339.3342143","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3307339.3342143","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045927161","display_name":"Kaniz Fatema Madhobi","orcid":null},"institutions":[{"id":"https://openalex.org/I72951846","display_name":"Washington State University","ror":"https://ror.org/05dk0ce17","country_code":"US","type":"education","lineage":["https://openalex.org/I72951846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kaniz Fatema Madhobi","raw_affiliation_strings":["Washington State University, Pullman, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Washington State University, Pullman, WA, USA","institution_ids":["https://openalex.org/I72951846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000532286","display_name":"Methun Kamruzzaman","orcid":"https://orcid.org/0000-0002-8680-7061"},"institutions":[{"id":"https://openalex.org/I72951846","display_name":"Washington State University","ror":"https://ror.org/05dk0ce17","country_code":"US","type":"education","lineage":["https://openalex.org/I72951846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Methun Kamruzzaman","raw_affiliation_strings":["Washington State University, Pullman, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Washington State University, Pullman, WA, USA","institution_ids":["https://openalex.org/I72951846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103010775","display_name":"Ananth Kalyanaraman","orcid":"https://orcid.org/0000-0003-3495-2264"},"institutions":[{"id":"https://openalex.org/I72951846","display_name":"Washington State University","ror":"https://ror.org/05dk0ce17","country_code":"US","type":"education","lineage":["https://openalex.org/I72951846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ananth Kalyanaraman","raw_affiliation_strings":["Washington State University, Pullman, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Washington State University, Pullman, WA, USA","institution_ids":["https://openalex.org/I72951846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020389394","display_name":"Eric Lofgren","orcid":"https://orcid.org/0000-0003-2052-7240"},"institutions":[{"id":"https://openalex.org/I72951846","display_name":"Washington State University","ror":"https://ror.org/05dk0ce17","country_code":"US","type":"education","lineage":["https://openalex.org/I72951846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eric Lofgren","raw_affiliation_strings":["Washington State University, Pullman, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Washington State University, Pullman, WA, USA","institution_ids":["https://openalex.org/I72951846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072859943","display_name":"Rebekah W. Moehring","orcid":"https://orcid.org/0000-0001-7741-6029"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rebekah Moehring","raw_affiliation_strings":["Duke Center for Antimicrobial Stewardship and Infection Prevention, Durham, NC, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Duke Center for Antimicrobial Stewardship and Infection Prevention, Durham, NC, USA","institution_ids":["https://openalex.org/I170897317"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102955818","display_name":"Bala Krishnamoorthy","orcid":"https://orcid.org/0000-0002-2727-6547"},"institutions":[{"id":"https://openalex.org/I137317281","display_name":"Washington State University Vancouver","ror":"https://ror.org/00g2fk805","country_code":"US","type":"education","lineage":["https://openalex.org/I137317281","https://openalex.org/I72951846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bala Krishnamoorthy","raw_affiliation_strings":["Washington State University, Vancouver, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Washington State University, Vancouver, WA, USA","institution_ids":["https://openalex.org/I137317281"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0107,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.79181936,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"15","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12536","display_name":"Topological and Geometric Data Analysis","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T12536","display_name":"Topological and Geometric Data Analysis","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.9847000241279602,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/visual-analytics","display_name":"Visual analytics","score":0.7527218461036682},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6073511838912964},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5853474736213684},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.56972736120224},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5594717264175415},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5126663446426392},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5043326616287231},{"id":"https://openalex.org/keywords/outreach","display_name":"Outreach","score":0.5040010809898376},{"id":"https://openalex.org/keywords/antimicrobial-stewardship","display_name":"Antimicrobial stewardship","score":0.501366138458252},{"id":"https://openalex.org/keywords/trajectory","display_name":"Trajectory","score":0.49100640416145325},{"id":"https://openalex.org/keywords/stewardship","display_name":"Stewardship (theology)","score":0.4724179804325104},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.450805127620697},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4254509210586548},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30175554752349854},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.2357611060142517}],"concepts":[{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.7527218461036682},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6073511838912964},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5853474736213684},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.56972736120224},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5594717264175415},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5126663446426392},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5043326616287231},{"id":"https://openalex.org/C2781400479","wikidata":"https://www.wikidata.org/wiki/Q11640","display_name":"Outreach","level":2,"score":0.5040010809898376},{"id":"https://openalex.org/C2776040555","wikidata":"https://www.wikidata.org/wiki/Q19903321","display_name":"Antimicrobial stewardship","level":4,"score":0.501366138458252},{"id":"https://openalex.org/C13662910","wikidata":"https://www.wikidata.org/wiki/Q193139","display_name":"Trajectory","level":2,"score":0.49100640416145325},{"id":"https://openalex.org/C2777950569","wikidata":"https://www.wikidata.org/wiki/Q17021836","display_name":"Stewardship (theology)","level":3,"score":0.4724179804325104},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.450805127620697},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4254509210586548},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30175554752349854},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.2357611060142517},{"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/C501593827","wikidata":"https://www.wikidata.org/wiki/Q12187","display_name":"Antibiotics","level":2,"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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/C89423630","wikidata":"https://www.wikidata.org/wiki/Q7193","display_name":"Microbiology","level":1,"score":0.0},{"id":"https://openalex.org/C94665300","wikidata":"https://www.wikidata.org/wiki/Q63391344","display_name":"Antibiotic resistance","level":3,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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},{"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/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3307339.3342143","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3307339.3342143","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3307339.3342143","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3307339.3342143","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3307339.3342143","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3307339.3342143","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4259802293","display_name":null,"funder_award_id":"200-2018-96423,U01CK000533","funder_id":"https://openalex.org/F4320332162","funder_display_name":"Centers for Disease Control and Prevention"},{"id":"https://openalex.org/G4589684776","display_name":null,"funder_award_id":"1661348","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5039682760","display_name":null,"funder_award_id":"RFA-CK-17-001","funder_id":"https://openalex.org/F4320332162","funder_display_name":"Centers for Disease Control and Prevention"},{"id":"https://openalex.org/G5273091387","display_name":null,"funder_award_id":"DBI 1661348","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320332162","display_name":"Centers for Disease Control and Prevention","ror":"https://ror.org/042twtr12"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2973000722.pdf","grobid_xml":"https://content.openalex.org/works/W2973000722.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W1607787316","https://openalex.org/W1839682376","https://openalex.org/W1989757660","https://openalex.org/W1991566301","https://openalex.org/W2154187696","https://openalex.org/W2273269754","https://openalex.org/W2395172628","https://openalex.org/W2486762503","https://openalex.org/W2737678507","https://openalex.org/W2888261143"],"related_works":["https://openalex.org/W2410491632","https://openalex.org/W2766946512","https://openalex.org/W2883556352","https://openalex.org/W2144813092","https://openalex.org/W4252431641","https://openalex.org/W2050274268","https://openalex.org/W3047837285","https://openalex.org/W4289109882","https://openalex.org/W2062940763","https://openalex.org/W2186032312"],"abstract_inverted_index":{"The":[0],"problem":[1,87],"of":[2,90,104,120,148,161,201],"analyzing":[3],"patient":[4,45,75,150,185],"trajectories":[5,77],"is":[6,53],"fundamental":[7],"to":[8,11,25,42,70,112,156,205],"our":[9,22,51,152],"ability":[10,111],"understand":[12],"and":[13,16,24,27,73,93,115,145,174,179,208],"characterize":[14],"diseases":[15],"how":[17,95,137],"we":[18,37,84,176],"treat":[19],"them":[20],"in":[21,78,126,172,210],"hospitals,":[23],"devise":[26],"explore":[28],"effective":[29],"alternative":[30],"strategies":[31],"for":[32],"healthcare.":[33],"In":[34],"this":[35,61],"paper,":[36],"present":[38,177],"a":[39,63,67,79,168,183],"new":[40],"approach":[41,52,153],"analyze":[43,74],"hospital":[44,64],"trajectories.":[46],"Based":[47],"on":[48,136,182],"visual":[49],"analytics,":[50],"aimed":[54],"at":[55,107],"aiding":[56],"the":[57,86,102,108,117,190],"domain":[58],"scientist":[59],"(in":[60],"case,":[62],"bioinformatician":[65],"or":[66],"data":[68,186],"analyst)":[69],"visually":[71],"navigate":[72],"health":[76,129],"scalable":[80],"manner.":[81],"More":[82],"specifically,":[83],"view":[85,116],"as":[88],"one":[89],"structure":[91,97],"discovery":[92],"tracking":[94],"such":[96],"evolves":[98],"with":[99,124,128,198],"time":[100],"over":[101],"course":[103],"patients'":[105],"stay":[106],"hospital(s).":[109],"An":[110],"scalably":[113],"track":[114],"temporal":[118],"progression":[119],"context":[121],"variables":[122,131],"associated":[123],"patients":[125],"conjunction":[127],"indicator":[130],"could":[132],"provide":[133],"vital":[134],"clues":[135],"practices":[138],"affect":[139],"outcomes.":[140],"Furthermore,":[141],"by":[142],"enabling":[143],"compact":[144],"consolidated":[146],"views":[147],"complex":[149],"trajectories,":[151],"can":[154],"help":[155],"delineate":[157],"subpopulations":[158],"(i.e.,":[159],"subgroups":[160],"patients)":[162],"that":[163],"show":[164],"divergent":[165],"behavior.":[166],"As":[167],"concrete":[169],"case":[170],"study":[171],"application":[173],"evaluation,":[175],"results":[178],"initial":[180],"findings":[181],"large":[184],"set":[187],"obtained":[188],"from":[189],"Duke":[191],"Antimicrobial":[192],"Stewardship":[193],"Outreach":[194],"Network":[195],"(DASON)":[196],"database,":[197],"an":[199],"aim":[200],"extracting":[202],"factors":[203],"relevant":[204],"antibiotic":[206],"usage":[207],"stewardship":[209],"hospitals.":[211]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2021,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
