{"id":"https://openalex.org/W4318816591","doi":"https://doi.org/10.1007/978-3-031-17030-0_8","title":"Phenotyping of\u00a0Cervical Cancer Risk Groups via\u00a0Generalized Low-Rank Models Using Medical Questionnaires","display_name":"Phenotyping of\u00a0Cervical Cancer Risk Groups via\u00a0Generalized Low-Rank Models Using Medical Questionnaires","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4318816591","doi":"https://doi.org/10.1007/978-3-031-17030-0_8"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-17030-0_8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-17030-0_8","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-17030-0_8.pdf","source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-17030-0_8.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019245843","display_name":"Florian Becker","orcid":"https://orcid.org/0000-0003-2268-8232"},"institutions":[{"id":"https://openalex.org/I184531372","display_name":"OsloMet \u2013 Oslo Metropolitan University","ror":"https://ror.org/04q12yn84","country_code":"NO","type":"education","lineage":["https://openalex.org/I184531372"]},{"id":"https://openalex.org/I4210153474","display_name":"Simula Metropolitan Center for Digital Engineering","ror":"https://ror.org/04xtarr15","country_code":"NO","type":"nonprofit","lineage":["https://openalex.org/I184531372","https://openalex.org/I2799829267","https://openalex.org/I4210153474"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Florian Becker","raw_affiliation_strings":["Oslo Metropolitan University, Oslo, Norway","Simula Metropolitan Center for Digital Engineering, Oslo, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oslo Metropolitan University, Oslo, Norway","institution_ids":["https://openalex.org/I184531372"]},{"raw_affiliation_string":"Simula Metropolitan Center for Digital Engineering, Oslo, Norway","institution_ids":["https://openalex.org/I4210153474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069015051","display_name":"Mari Nyg\u00e5rd","orcid":"https://orcid.org/0000-0002-4100-4855"},"institutions":[{"id":"https://openalex.org/I4210129856","display_name":"Cancer Registry of Norway","ror":"https://ror.org/03sm1ej59","country_code":"NO","type":"archive","lineage":["https://openalex.org/I1333353642","https://openalex.org/I4210129856","https://openalex.org/I4210149801","https://openalex.org/I4210163359"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Mari Nyg\u00e5rd","raw_affiliation_strings":["Cancer Registry of Norway, Oslo, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cancer Registry of Norway, Oslo, Norway","institution_ids":["https://openalex.org/I4210129856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017631834","display_name":"Jan F. Nyg\u00e5rd","orcid":"https://orcid.org/0000-0001-9655-7003"},"institutions":[{"id":"https://openalex.org/I4210129856","display_name":"Cancer Registry of Norway","ror":"https://ror.org/03sm1ej59","country_code":"NO","type":"archive","lineage":["https://openalex.org/I1333353642","https://openalex.org/I4210129856","https://openalex.org/I4210149801","https://openalex.org/I4210163359"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Jan Nyg\u00e5rd","raw_affiliation_strings":["Cancer Registry of Norway, Oslo, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cancer Registry of Norway, Oslo, Norway","institution_ids":["https://openalex.org/I4210129856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083251527","display_name":"Age K. Smilde","orcid":"https://orcid.org/0000-0002-3052-4644"},"institutions":[{"id":"https://openalex.org/I4210153474","display_name":"Simula Metropolitan Center for Digital Engineering","ror":"https://ror.org/04xtarr15","country_code":"NO","type":"nonprofit","lineage":["https://openalex.org/I184531372","https://openalex.org/I2799829267","https://openalex.org/I4210153474"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL","NO"],"is_corresponding":false,"raw_author_name":"Age Smilde","raw_affiliation_strings":["Simula Metropolitan Center for Digital Engineering, Oslo, Norway","Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Simula Metropolitan Center for Digital Engineering, Oslo, Norway","institution_ids":["https://openalex.org/I4210153474"]},{"raw_affiliation_string":"Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046236337","display_name":"Evrim Acar","orcid":"https://orcid.org/0000-0002-3737-292X"},"institutions":[{"id":"https://openalex.org/I4210153474","display_name":"Simula Metropolitan Center for Digital Engineering","ror":"https://ror.org/04xtarr15","country_code":"NO","type":"nonprofit","lineage":["https://openalex.org/I184531372","https://openalex.org/I2799829267","https://openalex.org/I4210153474"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Evrim Acar","raw_affiliation_strings":["Simula Metropolitan Center for Digital Engineering, Oslo, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Simula Metropolitan Center for Digital Engineering, Oslo, Norway","institution_ids":["https://openalex.org/I4210153474"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5019245843"],"corresponding_institution_ids":["https://openalex.org/I184531372","https://openalex.org/I4210153474"],"apc_list":null,"apc_paid":null,"fwci":0.4994,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.68663912,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"94","last_page":"110"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9804999828338623,"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"}},"topics":[{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9804999828338623,"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/T10515","display_name":"Cancer-related molecular mechanisms research","score":0.9508000016212463,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"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/T10594","display_name":"Genetic and phenotypic traits in livestock","score":0.9125000238418579,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5072338581085205},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.48633843660354614},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35300683975219727},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.34064456820487976},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3393508791923523},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2944120764732361}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5072338581085205},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.48633843660354614},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35300683975219727},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.34064456820487976},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3393508791923523},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2944120764732361}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-17030-0_8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-17030-0_8","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-17030-0_8.pdf","source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-17030-0_8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-17030-0_8","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-031-17030-0_8.pdf","source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.6299999952316284,"display_name":"Good health and well-being"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323299","display_name":"Norges Forskningsr\u00e5d","ror":"https://ror.org/00epmv149"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4318816591.pdf"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1604976645","https://openalex.org/W1902027874","https://openalex.org/W1952594819","https://openalex.org/W1969116741","https://openalex.org/W1972678560","https://openalex.org/W1974073134","https://openalex.org/W2009685860","https://openalex.org/W2030374711","https://openalex.org/W2071128523","https://openalex.org/W2110510050","https://openalex.org/W2113540758","https://openalex.org/W2118883481","https://openalex.org/W2119741678","https://openalex.org/W2135496322","https://openalex.org/W2142116340","https://openalex.org/W2153032639","https://openalex.org/W2158893040","https://openalex.org/W2280908818","https://openalex.org/W2294798173","https://openalex.org/W2316335611","https://openalex.org/W2761305581","https://openalex.org/W2803290558","https://openalex.org/W2912675712","https://openalex.org/W2974332329","https://openalex.org/W2996299117","https://openalex.org/W3141455614","https://openalex.org/W3193428669","https://openalex.org/W4206519735","https://openalex.org/W4254223024"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3209574120","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4210805261"],"abstract_inverted_index":{"Abstract":[0],"The":[1,62],"purpose":[2],"of":[3,47,87],"this":[4,107],"study":[5],"is":[6],"to":[7,27,123],"uncover":[8,53,120],"cervical":[9,124],"cancer":[10,125],"(CC)":[11],"risk":[12,54,126],"phenotypes":[13,121],"from":[14,128],"self-reported":[15],"lifestyle":[16],"questionnaires":[17],"and":[18,56],"screening":[19],"data.":[20,131],"In":[21],"general,":[22],"computational":[23],"phenotype":[24],"discovery":[25],"aims":[26],"find":[28],"subgroups":[29],"among":[30],"individuals":[31],"that":[32,104,116],"share":[33],"distinctive":[34],"characteristics":[35],"by":[36,74],"analyzing":[37],"electronic":[38],"health":[39],"records":[40],"(EHR).":[41],"This":[42],"can":[43,105,119],"benefit":[44],"the":[45,65],"understanding":[46],"a":[48],"disease":[49],"as":[50,52],"well":[51],"factors":[55,127],"provide":[57],"possibilities":[58],"for":[59],"preventive":[60],"action.":[61],"features":[63,76],"in":[64],"women":[66],"(":[67,77],"$$n":[68],"=":[69],"6359$$":[70],"<mml:math":[71,79],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn>6359</mml:mn></mml:mrow></mml:math>":[72],")":[73,81],"questionnaire":[75,130],"$$p=29$$":[78],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"><mml:mrow><mml:mi>p</mml:mi><mml:mo>=</mml:mo><mml:mn>29</mml:mn></mml:mrow></mml:math>":[80],"matrix":[82],"with":[83],"missing":[84],"data":[85,90],"are":[86],"different":[88,110],"statistical":[89],"types":[91],"(e.g.,":[92],"binary":[93],"or":[94],"ordinal":[95],"data).":[96],"We":[97,114],"use":[98],"so-called":[99],"generalized":[100],"low-rank":[101],"models":[102,118],"(GLRM)":[103],"address":[106],"challenge":[108],"via":[109],"statistical-data-type-dependent":[111],"loss":[112],"functions.":[113],"show":[115],"these":[117],"related":[122],"large-scale":[129]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
