{"id":"https://openalex.org/W2395641442","doi":"https://doi.org/10.3233/978-1-61499-564-7-1056","title":"Curating and Integrating Data from Multiple Sources to Support Healthcare Analytics","display_name":"Curating and Integrating Data from Multiple Sources to Support Healthcare Analytics","publication_year":2015,"publication_date":"2015-01-01","ids":{"openalex":"https://openalex.org/W2395641442","doi":"https://doi.org/10.3233/978-1-61499-564-7-1056","mag":"2395641442","pmid":"https://pubmed.ncbi.nlm.nih.gov/26262355"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-61499-564-7-1056","is_oa":true,"landing_page_url":"https://doi.org/10.3233/978-1-61499-564-7-1056","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/978-1-61499-564-7-1056","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070430680","display_name":"Kenney Ng","orcid":"https://orcid.org/0000-0003-0792-070X"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ng Kenney","raw_affiliation_strings":["IBM T.J. Watson Research Center, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM T.J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057529381","display_name":"Chris Kakkanatt","orcid":null},"institutions":[{"id":"https://openalex.org/I180857899","display_name":"Pfizer (United States)","ror":"https://ror.org/01xdqrp08","country_code":"US","type":"company","lineage":["https://openalex.org/I180857899"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kakkanatt Chris","raw_affiliation_strings":["Pfizer Inc., New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"Pfizer Inc., New York, NY, USA","institution_ids":["https://openalex.org/I180857899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055195047","display_name":"Michael Benigno","orcid":"https://orcid.org/0000-0002-6416-2696"},"institutions":[{"id":"https://openalex.org/I180857899","display_name":"Pfizer (United States)","ror":"https://ror.org/01xdqrp08","country_code":"US","type":"company","lineage":["https://openalex.org/I180857899"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Benigno Michael","raw_affiliation_strings":["Pfizer Inc., New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"Pfizer Inc., New York, NY, USA","institution_ids":["https://openalex.org/I180857899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070499938","display_name":"C. A. Thompson","orcid":null},"institutions":[{"id":"https://openalex.org/I180857899","display_name":"Pfizer (United States)","ror":"https://ror.org/01xdqrp08","country_code":"US","type":"company","lineage":["https://openalex.org/I180857899"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Thompson Clay","raw_affiliation_strings":["Pfizer Inc., New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"Pfizer Inc., New York, NY, USA","institution_ids":["https://openalex.org/I180857899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044929437","display_name":"Margaret Jackson","orcid":null},"institutions":[{"id":"https://openalex.org/I180857899","display_name":"Pfizer (United States)","ror":"https://ror.org/01xdqrp08","country_code":"US","type":"company","lineage":["https://openalex.org/I180857899"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jackson Margaret","raw_affiliation_strings":["Pfizer Inc., New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"Pfizer Inc., New York, NY, USA","institution_ids":["https://openalex.org/I180857899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062758506","display_name":"Amos Cahan","orcid":"https://orcid.org/0000-0002-9509-0373"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cahan Amos","raw_affiliation_strings":["IBM T.J. Watson Research Center, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM T.J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111488022","display_name":"Xinxin Zhu","orcid":"https://orcid.org/0000-0003-4749-2324"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhu Xinxin","raw_affiliation_strings":["IBM T.J. Watson Research Center, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM T.J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050360222","display_name":"Ping Zhang","orcid":"https://orcid.org/0000-0002-4601-0779"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhang Ping","raw_affiliation_strings":["IBM T.J. Watson Research Center, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM T.J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032074840","display_name":"Paul L. Huang","orcid":"https://orcid.org/0000-0002-5436-8658"},"institutions":[{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]},{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Huang Paul","raw_affiliation_strings":["Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA","institution_ids":["https://openalex.org/I4210087915","https://openalex.org/I136199984"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5070430680"],"corresponding_institution_ids":["https://openalex.org/I4210114115"],"apc_list":null,"apc_paid":null,"fwci":0.3269,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.5919219,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"216","issue":null,"first_page":"1056","last_page":"1056"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9223999977111816,"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":0.9223999977111816,"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/data-science","display_name":"Data science","score":0.8124018907546997},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.7153164148330688},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6719729900360107},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.619682788848877},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.5795579552650452},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5468156337738037},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.538143515586853},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5148345828056335},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.5145577788352966},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5036150813102722},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5003054141998291},{"id":"https://openalex.org/keywords/data-type","display_name":"Data type","score":0.48855194449424744},{"id":"https://openalex.org/keywords/data-curation","display_name":"Data curation","score":0.47877228260040283},{"id":"https://openalex.org/keywords/data-integration","display_name":"Data integration","score":0.4688647389411926},{"id":"https://openalex.org/keywords/data-discovery","display_name":"Data discovery","score":0.4394236207008362},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.29606103897094727},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2782539129257202},{"id":"https://openalex.org/keywords/metadata","display_name":"Metadata","score":0.13427361845970154},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.08925521373748779}],"concepts":[{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.8124018907546997},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.7153164148330688},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6719729900360107},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.619682788848877},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.5795579552650452},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5468156337738037},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.538143515586853},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5148345828056335},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.5145577788352966},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5036150813102722},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5003054141998291},{"id":"https://openalex.org/C138958017","wikidata":"https://www.wikidata.org/wiki/Q190087","display_name":"Data type","level":2,"score":0.48855194449424744},{"id":"https://openalex.org/C91632574","wikidata":"https://www.wikidata.org/wiki/Q15088675","display_name":"Data curation","level":2,"score":0.47877228260040283},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.4688647389411926},{"id":"https://openalex.org/C2777516300","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data discovery","level":3,"score":0.4394236207008362},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.29606103897094727},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2782539129257202},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.13427361845970154},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.08925521373748779},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006302","descriptor_name":"Health Services Research","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":false},{"descriptor_ui":"D006302","descriptor_name":"Health Services Research","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":false},{"descriptor_ui":"D006302","descriptor_name":"Health Services Research","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":false},{"descriptor_ui":"D008498","descriptor_name":"Medical Record Linkage","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008498","descriptor_name":"Medical Record Linkage","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008498","descriptor_name":"Medical Record Linkage","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014481","descriptor_name":"United States","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014481","descriptor_name":"United States","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014481","descriptor_name":"United States","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016247","descriptor_name":"Information Storage and Retrieval","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016247","descriptor_name":"Information Storage and Retrieval","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016247","descriptor_name":"Information Storage and Retrieval","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D017146","descriptor_name":"Models, Organizational","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017146","descriptor_name":"Models, Organizational","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017146","descriptor_name":"Models, Organizational","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018511","descriptor_name":"Systems Integration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018511","descriptor_name":"Systems Integration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018511","descriptor_name":"Systems Integration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.3233/978-1-61499-564-7-1056","is_oa":true,"landing_page_url":"https://doi.org/10.3233/978-1-61499-564-7-1056","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:26262355","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26262355","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/978-1-61499-564-7-1056","is_oa":true,"landing_page_url":"https://doi.org/10.3233/978-1-61499-564-7-1056","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.6200000047683716}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4285502407","https://openalex.org/W2152243665","https://openalex.org/W3042414052","https://openalex.org/W2288244345","https://openalex.org/W3137507350","https://openalex.org/W4234535953","https://openalex.org/W3087398322","https://openalex.org/W3194595965","https://openalex.org/W4287563367","https://openalex.org/W2765568996"],"abstract_inverted_index":{"As":[0],"the":[1,12,23,47,69],"volume":[2],"and":[3,14,29,42,55,84,95,123],"variety":[4,73],"of":[5,16,49,71,74],"healthcare":[6,60,114],"related":[7],"data":[8,18,32,52,75,79,92,97,107,119],"continues":[9],"to":[10,25,41,68,112],"grow,":[11],"analysis":[13],"use":[15],"this":[17],"will":[19],"increasingly":[20],"depend":[21],"on":[22],"ability":[24],"appropriately":[26],"collect,":[27],"curate":[28],"integrate":[30],"disparate":[31],"from":[33,80,93,98,101],"many":[34],"different":[35],"sources.":[36],"We":[37],"describe":[38],"our":[39,44],"approach":[40],"highlight":[43],"experiences":[45],"with":[46],"development":[48],"a":[50,72],"robust":[51],"collection,":[53],"curation":[54],"integration":[56],"infrastructure":[57],"that":[58],"supports":[59],"analytics.":[61],"This":[62],"system":[63],"has":[64],"been":[65],"successfully":[66],"applied":[67],"processing":[70],"types":[76],"including":[77],"clinical":[78],"electronic":[81],"health":[82],"records":[83],"observational":[85],"studies,":[86],"genomic":[87],"data,":[88,90],"microbiomic":[89],"self-reported":[91],"surveys":[94],"self-tracked":[96],"wearable":[99],"devices":[100],"over":[102],"600":[103],"subjects.":[104],"The":[105],"curated":[106],"is":[108],"currently":[109],"being":[110],"used":[111],"support":[113],"analytic":[115],"applications":[116],"such":[117],"as":[118],"visualization,":[120],"patient":[121],"stratification":[122],"predictive":[124],"modeling.":[125]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2016,"cited_by_count":1}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}
