{"id":"https://openalex.org/W4389104801","doi":"https://doi.org/10.1109/tvcg.2023.3326939","title":"Roses Have Thorns: Understanding the Downside of Oncological Care Delivery Through Visual Analytics and Sequential Rule Mining","display_name":"Roses Have Thorns: Understanding the Downside of Oncological Care Delivery Through Visual Analytics and Sequential Rule Mining","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4389104801","doi":"https://doi.org/10.1109/tvcg.2023.3326939","pmid":"https://pubmed.ncbi.nlm.nih.gov/38015695"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2023.3326939","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2023.3326939","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"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 Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10842255/pdf/nihms-1938449.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041617939","display_name":"Carla Floricel","orcid":"https://orcid.org/0000-0003-0647-9588"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Carla Floricel","raw_affiliation_strings":["University of Illinois Chicago, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois Chicago, USA","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015186378","display_name":"Andrew Wentzel","orcid":"https://orcid.org/0000-0002-2003-2750"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew Wentzel","raw_affiliation_strings":["University of Illinois Chicago, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois Chicago, USA","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100363961","display_name":"Abdallah Mohamed","orcid":"https://orcid.org/0000-0003-2064-7613"},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abdallah Mohamed","raw_affiliation_strings":["M.D. Anderson Cancer Center, the University of Texas, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"M.D. Anderson Cancer Center, the University of Texas, USA","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052234283","display_name":"Clifton D. Fuller","orcid":"https://orcid.org/0000-0002-5264-3994"},"institutions":[{"id":"https://openalex.org/I1343551460","display_name":"The University of Texas MD Anderson Cancer Center","ror":"https://ror.org/04twxam07","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1343551460"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"C.David Fuller","raw_affiliation_strings":["M.D. Anderson Cancer Center, the University of Texas, USA"],"raw_orcid":"https://orcid.org/0000-0002-5264-3994","affiliations":[{"raw_affiliation_string":"M.D. Anderson Cancer Center, the University of Texas, USA","institution_ids":["https://openalex.org/I1343551460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064300637","display_name":"Guadalupe Canahuate","orcid":"https://orcid.org/0000-0001-5873-5454"},"institutions":[{"id":"https://openalex.org/I126307644","display_name":"University of Iowa","ror":"https://ror.org/036jqmy94","country_code":"US","type":"education","lineage":["https://openalex.org/I126307644"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guadalupe Canahuate","raw_affiliation_strings":["University of Iowa, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Iowa, USA","institution_ids":["https://openalex.org/I126307644"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056104510","display_name":"G. Elisabeta Marai","orcid":"https://orcid.org/0000-0002-7212-9669"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"G.Elisabeta Marai","raw_affiliation_strings":["University of Illinois Chicago, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois Chicago, USA","institution_ids":["https://openalex.org/I39422238"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5041617939"],"corresponding_institution_ids":["https://openalex.org/I39422238"],"apc_list":null,"apc_paid":null,"fwci":0.942,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.77844483,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"30","issue":"1","first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9843000173568726,"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"}},"topics":[{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9843000173568726,"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"}},{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.968500018119812,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.916700005531311,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.7542943954467773},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6400583982467651},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.6226291656494141},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5555835962295532},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5245630741119385},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4759913682937622},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.4744321405887604},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4712201654911041},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.43900877237319946},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.42437589168548584},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.38955697417259216},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.3529404401779175}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7542943954467773},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6400583982467651},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.6226291656494141},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5555835962295532},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5245630741119385},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4759913682937622},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.4744321405887604},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4712201654911041},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.43900877237319946},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.42437589168548584},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38955697417259216},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3529404401779175},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","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":"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D027826","descriptor_name":"Rosa","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D027826","descriptor_name":"Rosa","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D027826","descriptor_name":"Rosa","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D027826","descriptor_name":"Rosa","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D027826","descriptor_name":"Rosa","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D027826","descriptor_name":"Rosa","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/tvcg.2023.3326939","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2023.3326939","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"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 Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},{"id":"pmid:38015695","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38015695","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 transactions on visualization and computer graphics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10842255","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10842255","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10842255/pdf/nihms-1938449.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Trans Vis Comput Graph","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:10842255","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10842255","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10842255/pdf/nihms-1938449.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Trans Vis Comput Graph","raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3137647730","display_name":null,"funder_award_id":"CNS-1828265","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3576860513","display_name":null,"funder_award_id":"1828265","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4098909309","display_name":null,"funder_award_id":"1854815","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4716877490","display_name":null,"funder_award_id":"NCI-R01","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6904164471","display_name":null,"funder_award_id":"CDSE-1854815","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/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337351","display_name":"National Cancer Institute","ror":"https://ror.org/040gcmg81"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389104801.pdf","grobid_xml":"https://content.openalex.org/works/W4389104801.grobid-xml"},"referenced_works_count":86,"referenced_works":["https://openalex.org/W1125738716","https://openalex.org/W1483786110","https://openalex.org/W1596814357","https://openalex.org/W1617495083","https://openalex.org/W1965208523","https://openalex.org/W1967819127","https://openalex.org/W1970679669","https://openalex.org/W1974127981","https://openalex.org/W1980602368","https://openalex.org/W1988711344","https://openalex.org/W1997483622","https://openalex.org/W2044222306","https://openalex.org/W2047044078","https://openalex.org/W2048528401","https://openalex.org/W2066759267","https://openalex.org/W2075884149","https://openalex.org/W2082522549","https://openalex.org/W2083739891","https://openalex.org/W2094311681","https://openalex.org/W2100741257","https://openalex.org/W2107946060","https://openalex.org/W2109364152","https://openalex.org/W2118022153","https://openalex.org/W2122060742","https://openalex.org/W2123402141","https://openalex.org/W2126046032","https://openalex.org/W2128938146","https://openalex.org/W2131064753","https://openalex.org/W2142349824","https://openalex.org/W2154731820","https://openalex.org/W2166315708","https://openalex.org/W2179283465","https://openalex.org/W2280894559","https://openalex.org/W2367397349","https://openalex.org/W2592011087","https://openalex.org/W2600662290","https://openalex.org/W2750652277","https://openalex.org/W2750661846","https://openalex.org/W2752126964","https://openalex.org/W2752648449","https://openalex.org/W2770940381","https://openalex.org/W2790037687","https://openalex.org/W2803004259","https://openalex.org/W2808925008","https://openalex.org/W2883424428","https://openalex.org/W2889215331","https://openalex.org/W2891130433","https://openalex.org/W2900115478","https://openalex.org/W2902534205","https://openalex.org/W2904418625","https://openalex.org/W2910896796","https://openalex.org/W2941320055","https://openalex.org/W2969355467","https://openalex.org/W2973876835","https://openalex.org/W3005422048","https://openalex.org/W3009181575","https://openalex.org/W3010135971","https://openalex.org/W3024923072","https://openalex.org/W3092753924","https://openalex.org/W3112583104","https://openalex.org/W3124792046","https://openalex.org/W3127643038","https://openalex.org/W3127797560","https://openalex.org/W3149030346","https://openalex.org/W3168418505","https://openalex.org/W3169134685","https://openalex.org/W3197944324","https://openalex.org/W3202365689","https://openalex.org/W3202949724","https://openalex.org/W3216201365","https://openalex.org/W4200512880","https://openalex.org/W4224301956","https://openalex.org/W4225345729","https://openalex.org/W4226151545","https://openalex.org/W4302306592","https://openalex.org/W4307041077","https://openalex.org/W4312829298","https://openalex.org/W4312832388","https://openalex.org/W4382240299","https://openalex.org/W4382358982","https://openalex.org/W6630198464","https://openalex.org/W6631674541","https://openalex.org/W6679216401","https://openalex.org/W6696322540","https://openalex.org/W6699161193","https://openalex.org/W6845065236"],"related_works":["https://openalex.org/W2362367986","https://openalex.org/W348707231","https://openalex.org/W2064719069","https://openalex.org/W2543893460","https://openalex.org/W2570647323","https://openalex.org/W3041760129","https://openalex.org/W2206805568","https://openalex.org/W2062940763","https://openalex.org/W2076942471","https://openalex.org/W2186032312"],"abstract_inverted_index":{"Personalized":[0],"head":[1,163],"and":[2,114,118,126,154,162,164,177],"neck":[3,165],"cancer":[4,78],"therapeutics":[5],"have":[6],"greatly":[7],"improved":[8],"survival":[9],"rates":[10],"for":[11,37],"patients,":[12],"but":[13],"are":[14,52],"often":[15],"leading":[16],"to":[17,54,123],"understudied":[18],"long-lasting":[19],"symptoms":[20,101],"which":[21,81],"affect":[22],"quality":[23],"of":[24,59,99,141,160],"life.":[25],"Sequential":[26],"rule":[27],"mining":[28],"(SRM)":[29],"is":[30],"a":[31,64,119],"promising":[32],"unsupervised":[33],"machine":[34],"learning":[35],"method":[36],"predicting":[38],"longitudinal":[39],"patterns":[40,50],"in":[41,71,77,86,138,145],"temporal":[42],"data":[43],"which,":[44],"however,":[45],"can":[46],"output":[47],"many":[48],"repetitive":[49],"that":[51,171],"difficult":[53],"interpret":[55],"without":[56],"the":[57,128,135,139,151],"assistance":[58],"visual":[60,68],"analytics.":[61],"We":[62,149],"present":[63],"data-driven,":[65],"human-machine":[66],"analysis":[67],"system":[69,94,132,155,173],"developed":[70],"collaboration":[72],"with":[73,156],"SRM":[74],"model":[75],"builders":[76],"symptom":[79,91,178],"research,":[80],"facilitates":[82],"mechanistic":[83],"knowledge":[84],"discovery":[85],"large":[87],"scale,":[88],"multivariate":[89,96],"cohort":[90],"data.":[92],"Our":[93],"supports":[95,107,175],"predictive":[97,129],"modeling":[98],"post-treatment":[100],"based":[102],"on":[103],"during-treatment":[104],"symptoms.":[105],"It":[106],"this":[108],"goal":[109],"through":[110],"an":[111,157],"SRM,":[112],"clustering,":[113],"aggregation":[115],"back":[116],"end,":[117],"custom":[120],"front":[121],"end":[122],"help":[124],"develop":[125],"tune":[127],"models.":[130],"The":[131,168],"also":[133],"explains":[134],"resulting":[136,152],"predictions":[137],"context":[140],"therapeutic":[142],"decisions":[143],"typical":[144],"personalized":[146],"care":[147],"delivery.":[148],"evaluate":[150],"models":[153],"interdisciplinary":[158],"group":[159],"modelers":[161],"oncology":[166],"researchers.":[167],"results":[169],"demonstrate":[170],"our":[172],"effectively":[174],"clinical":[176],"research.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
