{"id":"https://openalex.org/W4407633536","doi":"https://doi.org/10.1186/s12859-024-06018-8","title":"Identifying risk factors for Alzheimer\u2019s disease from multivariate longitudinal clinical data using temporal pattern mining","display_name":"Identifying risk factors for Alzheimer\u2019s disease from multivariate longitudinal clinical data using temporal pattern mining","publication_year":2025,"publication_date":"2025-02-17","ids":{"openalex":"https://openalex.org/W4407633536","doi":"https://doi.org/10.1186/s12859-024-06018-8","pmid":"https://pubmed.ncbi.nlm.nih.gov/39962385"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-024-06018-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-024-06018-8","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-06018-8","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-06018-8","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023792790","display_name":"Annette Spooner","orcid":"https://orcid.org/0000-0002-5705-0602"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Annette Spooner","raw_affiliation_strings":["School of Computer Science and Engineering, UNSW Sydney, Sydney, Australia. a.spooner@unsw.edu.au","School of Computer Science and Engineering, UNSW Sydney, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, UNSW Sydney, Sydney, Australia. a.spooner@unsw.edu.au","institution_ids":["https://openalex.org/I31746571"]},{"raw_affiliation_string":"School of Computer Science and Engineering, UNSW Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032060005","display_name":"Gelareh Mohammadi","orcid":"https://orcid.org/0000-0002-8087-2241"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Gelareh Mohammadi","raw_affiliation_strings":["School of Computer Science and Engineering, UNSW Sydney, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, UNSW Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041083697","display_name":"Perminder S. Sachdev","orcid":"https://orcid.org/0000-0002-9595-3220"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I4405260213","display_name":"Centre for Healthy Brain Ageing","ror":"https://ror.org/03dkzb165","country_code":"AU","type":"facility","lineage":["https://openalex.org/I31746571","https://openalex.org/I4405260213"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Perminder S. Sachdev","raw_affiliation_strings":["Faculty of Medicine and Health, Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, UNSW Sydney, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Medicine and Health, Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, UNSW Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I31746571","https://openalex.org/I4405260213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021571114","display_name":"Henry Brodaty","orcid":"https://orcid.org/0000-0001-9487-6617"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I4405260213","display_name":"Centre for Healthy Brain Ageing","ror":"https://ror.org/03dkzb165","country_code":"AU","type":"facility","lineage":["https://openalex.org/I31746571","https://openalex.org/I4405260213"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Henry Brodaty","raw_affiliation_strings":["Faculty of Medicine and Health, Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, UNSW Sydney, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Medicine and Health, Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, UNSW Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I31746571","https://openalex.org/I4405260213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055952724","display_name":"Arcot Sowmya","orcid":"https://orcid.org/0000-0001-9236-5063"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Arcot Sowmya","raw_affiliation_strings":["School of Computer Science and Engineering, UNSW Sydney, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, UNSW Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5023792790"],"corresponding_institution_ids":["https://openalex.org/I31746571"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":3.9946,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.92545878,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"26","issue":"1","first_page":"56","last_page":"56"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.6218000054359436,"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"}},"topics":[{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.6218000054359436,"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"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.05810000002384186,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.051600001752376556,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/interpretability","display_name":"Interpretability","score":0.7990049719810486},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7064375281333923},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6402073502540588},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.584836483001709},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.49887847900390625},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4693976938724518},{"id":"https://openalex.org/keywords/temporal-database","display_name":"Temporal database","score":0.41939133405685425},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3863527774810791},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3262169361114502}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7990049719810486},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7064375281333923},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6402073502540588},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.584836483001709},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.49887847900390625},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4693976938724518},{"id":"https://openalex.org/C77277458","wikidata":"https://www.wikidata.org/wiki/Q1969246","display_name":"Temporal database","level":2,"score":0.41939133405685425},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3863527774810791},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3262169361114502},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","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}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"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":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015999","descriptor_name":"Multivariate Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015999","descriptor_name":"Multivariate Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12859-024-06018-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-024-06018-8","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-06018-8","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:39962385","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39962385","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":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:doaj.org/article:60be6a7c3d1f45aca219f58c3edfef39","is_oa":false,"landing_page_url":"https://doaj.org/article/60be6a7c3d1f45aca219f58c3edfef39","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 26, Iss 1, Pp 1-29 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11834509","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11834509","pdf_url":null,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12859-024-06018-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-024-06018-8","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-06018-8","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2651015397","display_name":null,"funder_award_id":"350833","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G4908767340","display_name":null,"funder_award_id":"ID 350833","funder_id":"https://openalex.org/F4320334705","funder_display_name":"National Health and Medical Research Council"},{"id":"https://openalex.org/G8173276495","display_name":null,"funder_award_id":"350833","funder_id":"https://openalex.org/F4320334705","funder_display_name":"National Health and Medical Research Council"}],"funders":[{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"},{"id":"https://openalex.org/F4320334705","display_name":"National Health and Medical Research Council","ror":"https://ror.org/011kf5r70"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407633536.pdf","grobid_xml":"https://content.openalex.org/works/W4407633536.grobid-xml"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W1490744259","https://openalex.org/W1844110723","https://openalex.org/W1967931674","https://openalex.org/W1992749786","https://openalex.org/W1998535349","https://openalex.org/W2010569611","https://openalex.org/W2021362925","https://openalex.org/W2023986579","https://openalex.org/W2058151187","https://openalex.org/W2074420638","https://openalex.org/W2077393621","https://openalex.org/W2079280141","https://openalex.org/W2082174016","https://openalex.org/W2082285428","https://openalex.org/W2084139018","https://openalex.org/W2086019232","https://openalex.org/W2091178934","https://openalex.org/W2101896525","https://openalex.org/W2102297485","https://openalex.org/W2105168028","https://openalex.org/W2107195500","https://openalex.org/W2112520561","https://openalex.org/W2115482638","https://openalex.org/W2120385725","https://openalex.org/W2120579447","https://openalex.org/W2138720796","https://openalex.org/W2146197273","https://openalex.org/W2147694185","https://openalex.org/W2158454296","https://openalex.org/W2161484642","https://openalex.org/W2164274563","https://openalex.org/W2168196587","https://openalex.org/W2184549704","https://openalex.org/W2435595312","https://openalex.org/W2559646245","https://openalex.org/W2560459018","https://openalex.org/W2575824869","https://openalex.org/W2759724754","https://openalex.org/W2760005866","https://openalex.org/W2766736793","https://openalex.org/W2783735153","https://openalex.org/W2883762974","https://openalex.org/W2897900441","https://openalex.org/W2898817874","https://openalex.org/W2952960849","https://openalex.org/W2969810044","https://openalex.org/W2972320799","https://openalex.org/W3000947628","https://openalex.org/W3046275966","https://openalex.org/W3107095885","https://openalex.org/W3158677115","https://openalex.org/W4233121303","https://openalex.org/W4389140503","https://openalex.org/W4401116962","https://openalex.org/W6889636728"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2963326959","https://openalex.org/W4388685194","https://openalex.org/W4312407344","https://openalex.org/W2894289927"],"abstract_inverted_index":{"BACKGROUND:":[0],"Patient":[1],"data":[2,148,177,239,259],"contain":[3,206],"a":[4,42,198,214],"wealth":[5],"of":[6,17,22,28,33,48,71,97,109,117,139,146,182,191,201,217,223,234],"information":[7],"that":[8,76,249],"could":[9],"aid":[10],"in":[11,62,159,193,244],"understanding":[12],"the":[13,20,68,110,115,121,147,218],"onset":[14],"and":[15,88,120,127,130,144,151,205,231,240,247],"progression":[16],"disease.":[18],"However,":[19,67],"task":[21],"modelling":[23,235],"clinical":[24,63,82,99,238,258],"data,":[25],"which":[26],"consist":[27],"multiple":[29],"heterogeneous":[30],"time":[31,39],"series":[32],"different":[34,38],"lengths,":[35],"measured":[36],"at":[37],"intervals,":[40],"is":[41,149,152,174,255],"complex":[43],"one.":[44],"A":[45,136,210],"growing":[46],"body":[47],"research":[49],"has":[50],"applied":[51,175],"temporal":[52,94,104],"pattern":[53,95],"mining":[54,96],"to":[55,58,81,124,132,154,176,203,257],"this":[56,163],"problem":[57],"identify":[59,125,242],"common":[60],"patterns":[61,129,187,220,243],"attributes":[64],"over":[65,252],"time.":[66,253],"vast":[69],"majority":[70],"these":[72],"algorithms":[73],"use":[74],"techniques":[75],"are":[77],"not":[78],"ideally":[79],"suited":[80],"data.":[83,100,268],"We":[84,161],"present":[85],"an":[86,106,229],"efficient":[87,111],"scalable":[89,232],"framework":[90,102,164,173,227],"designed":[91],"specifically":[92],"for":[93,142,221],"real-world":[98,180],"Our":[101],"combines":[103],"abstraction,":[105],"extended":[107],"version":[108],"pattern-growth":[112],"algorithm,":[113],"TPMiner,":[114],"concepts":[116],"relative":[118],"risk":[119],"odds":[122],"ratio":[123],"interesting":[126],"high-risk":[128],"multiprocessing":[131],"improve":[133],"computational":[134],"efficiency.":[135],"complete":[137],"set":[138],"cut-off":[140],"values":[141],"discretisation":[143],"interpretation":[145],"provided":[150],"applicable":[153],"studies":[155,181],"on":[156],"ageing":[157],"populations":[158],"general.":[160],"name":[162],"Clinical":[165],"Temporal":[166],"Pattern":[167],"Mining":[168],"or":[169],"C-TPM.":[170],"RESULTS:":[171],"The":[172,186,226],"from":[178,260],"two":[179],"Alzheimer's":[183],"disease":[184],"(AD).":[185],"discovered":[188,219],"were":[189],"predictive":[190],"AD":[192],"survival":[194],"analysis":[195],"models":[196],"with":[197],"Concordance":[199],"index":[200],"up":[202],"0.87":[204],"clinically":[207],"relevant":[208],"variables.":[209],"visualisation":[211],"module":[212],"provides":[213,228],"clear":[215],"picture":[216],"ease":[222],"interpretability.":[224],"CONCLUSIONS:":[225],"effective":[230],"method":[233],"multivariate,":[236],"longitudinal":[237],"can":[241],"uncommon":[245],"diseases":[246],"those":[248],"progress":[250],"slowly":[251],"It":[254],"generalisable":[256],"other":[261],"medical":[262],"domains":[263],"as":[264,266],"well":[265],"non-clinical":[267]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-10T00:00:00"}
