{"id":"https://openalex.org/W3213240347","doi":null,"title":"Convolutional neural networks in osteoporotic fracture risk prediction using spine DXA images","display_name":"Convolutional neural networks in osteoporotic fracture risk prediction using spine DXA images","publication_year":2019,"publication_date":"2019-04-26","ids":{"openalex":"https://openalex.org/W3213240347","mag":"3213240347"},"language":"en","primary_location":{"id":"pmh:oai:erepo.uef.fi:123456789/21024","doi":null,"is_oa":true,"landing_page_url":"http://urn.fi/urn:nbn:fi:uef-20190402","pdf_url":"https://erepo.uef.fi/bitstreams/335bb66e-d426-458d-8ab7-1176f3c5685e/download","source":{"id":"https://openalex.org/S4306402418","display_name":"UEF eRepo (University of Eastern Finland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I175532246","host_organization_name":"University of Eastern Finland","host_organization_lineage":["https://openalex.org/I175532246"],"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":null,"raw_type":"info:eu-repo/semantics/masterThesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://erepo.uef.fi/bitstreams/335bb66e-d426-458d-8ab7-1176f3c5685e/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079349151","display_name":"Tomi Nissinen","orcid":"https://orcid.org/0000-0002-6541-2677","observed_orcids":["https://orcid.org/0000-0002-6541-2677"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Tomi Nissinen","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-6541-2677","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5079349151"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10071","display_name":"Bone health and osteoporosis research","score":0.7836999893188477,"subfield":{"id":"https://openalex.org/subfields/2732","display_name":"Orthopedics and Sports Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10071","display_name":"Bone health and osteoporosis research","score":0.7836999893188477,"subfield":{"id":"https://openalex.org/subfields/2732","display_name":"Orthopedics and Sports Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.18799999356269836,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.004699999932199717,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/osteoporosis","display_name":"osteoporosis","score":0.9900000095367432},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.8500000238418579},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.6029999852180481},{"id":"https://openalex.org/keywords/bone-mineral-density","display_name":"bone mineral density","score":0.7889999747276306},{"id":"https://openalex.org/keywords/network-architecture-comparison","display_name":"network architecture comparison","score":0.6010000109672546},{"id":"https://openalex.org/keywords/learning-speed","display_name":"learning speed","score":0.39500001072883606},{"id":"https://openalex.org/keywords/generalization","display_name":"generalization","score":0.4860000014305115},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.4869999885559082},{"id":"https://openalex.org/keywords/image-classification","display_name":"image classification","score":0.3630000054836273},{"id":"https://openalex.org/keywords/medical-image-analysis","display_name":"medical image analysis","score":0.4449999928474426}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7138025164604187},{"id":"https://openalex.org/C2994343686","wikidata":"https://www.wikidata.org/wiki/Q1753467","display_name":"Osteoporotic fracture","level":4,"score":0.6799117922782898},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.47919711470603943},{"id":"https://openalex.org/C43369102","wikidata":"https://www.wikidata.org/wiki/Q2307625","display_name":"Fracture (geology)","level":2,"score":0.47634151577949524},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4688108265399933},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4230806529521942},{"id":"https://openalex.org/C2776541429","wikidata":"https://www.wikidata.org/wiki/Q165328","display_name":"Osteoporosis","level":2,"score":0.3900235891342163},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.18671101331710815},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.12155604362487793},{"id":"https://openalex.org/C2776886416","wikidata":"https://www.wikidata.org/wiki/Q4941567","display_name":"Bone mineral","level":3,"score":0.07740607857704163},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:erepo.uef.fi:123456789/21024","doi":null,"is_oa":true,"landing_page_url":"http://urn.fi/urn:nbn:fi:uef-20190402","pdf_url":"https://erepo.uef.fi/bitstreams/335bb66e-d426-458d-8ab7-1176f3c5685e/download","source":{"id":"https://openalex.org/S4306402418","display_name":"UEF eRepo (University of Eastern Finland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I175532246","host_organization_name":"University of Eastern Finland","host_organization_lineage":["https://openalex.org/I175532246"],"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":null,"raw_type":"info:eu-repo/semantics/masterThesis"},{"id":"mag:3213240347","doi":null,"is_oa":false,"landing_page_url":"https://erepo.uef.fi/handle/123456789/21024","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:erepo.uef.fi:123456789/21024","doi":null,"is_oa":true,"landing_page_url":"http://urn.fi/urn:nbn:fi:uef-20190402","pdf_url":"https://erepo.uef.fi/bitstreams/335bb66e-d426-458d-8ab7-1176f3c5685e/download","source":{"id":"https://openalex.org/S4306402418","display_name":"UEF eRepo (University of Eastern Finland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I175532246","host_organization_name":"University of Eastern Finland","host_organization_lineage":["https://openalex.org/I175532246"],"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":null,"raw_type":"info:eu-repo/semantics/masterThesis"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.979200005531311,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3213240347.pdf","grobid_xml":"https://content.openalex.org/works/W3213240347.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W169539560","https://openalex.org/W1498436455","https://openalex.org/W1525398982","https://openalex.org/W1665214252","https://openalex.org/W1686810756","https://openalex.org/W1806891645","https://openalex.org/W1920702274","https://openalex.org/W1965253679","https://openalex.org/W1985184665","https://openalex.org/W2016689947","https://openalex.org/W2040870580","https://openalex.org/W2055928757","https://openalex.org/W2072128103","https://openalex.org/W2080698781","https://openalex.org/W2083977140","https://openalex.org/W2095705004","https://openalex.org/W2103212315","https://openalex.org/W2103496339","https://openalex.org/W2110396808","https://openalex.org/W2110768118","https://openalex.org/W2111961589","https://openalex.org/W2115383236","https://openalex.org/W2117499988","https://openalex.org/W2117539524","https://openalex.org/W2123045220","https://openalex.org/W2124344725","https://openalex.org/W2142820105","https://openalex.org/W2146502635","https://openalex.org/W2146578355","https://openalex.org/W2150341604","https://openalex.org/W2156163116","https://openalex.org/W2156387975","https://openalex.org/W2158698691","https://openalex.org/W2162931300","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2329786800","https://openalex.org/W2346062110","https://openalex.org/W2347098498","https://openalex.org/W2436219157","https://openalex.org/W2523246573","https://openalex.org/W2530513900","https://openalex.org/W2808184318","https://openalex.org/W2887385208","https://openalex.org/W2896556344","https://openalex.org/W2919115771","https://openalex.org/W2962742960","https://openalex.org/W2962858109","https://openalex.org/W2963202012","https://openalex.org/W3014732927","https://openalex.org/W3096084263","https://openalex.org/W3194450785","https://openalex.org/W3207342693"],"related_works":["https://openalex.org/W3159819276","https://openalex.org/W4391945189","https://openalex.org/W3135609575","https://openalex.org/W3205365361","https://openalex.org/W4253613451","https://openalex.org/W7163336909","https://openalex.org/W4249981354","https://openalex.org/W4246275060","https://openalex.org/W7103149999","https://openalex.org/W3093736418"],"abstract_inverted_index":{"Tiivistelm\u00e4:":[0],"Osteoporoosi":[1],"on":[2,24,68,91],"luustoa":[3],"haurastuttava":[4],"sairaus,":[5],"joka":[6],"altistaa":[7],"luunmurtumille":[8],"ja":[9,37,43,72,85,116,122],"vakaville":[10],"seurannaisongelmille.":[11],"Arvioiden":[12],"mukaan":[13],"yli":[14],"200":[15],"miljoonaa":[16],"ihmist\u00e4":[17],"k\u00e4rsii":[18],"osteoporoosista":[19],"maailmanlaajuisesti.Diagnostiikan":[20],"kehityksen":[21],"my\u00f6t\u00e4":[22],"osteoporoosi":[23],"kuitenkin":[25,62],"mahdollista":[26],"havaita":[27],"jo":[28],"ennen":[29],"murtumien":[30],"syntymist\u00e4.Jos":[31],"murtumariski":[32],"havaitaan":[33],"ajoissa,":[34],"ennaltaehk\u00e4isev\u00e4ll\u00e4":[35],"hoidolla":[36],"el\u00e4m\u00e4ntapamuutoksilla":[38],"voidaan":[39],"parantaa":[40],"potilaan":[41],"el\u00e4m\u00e4nlaatua":[42],"s\u00e4\u00e4st\u00e4\u00e4":[44],"hoitokustannuksissa.Osteoporoosin":[45],"diagnoosi":[46],"perustuu":[47],"kaksienergisell\u00e4":[48],"r\u00f6ntgenabsorptiometrialla":[49],"(DXA)":[50],"teht\u00e4v\u00e4\u00e4n":[51],"luuntiheysmittaukseen.Kohdealueen":[52],"luustosta":[53],"muodostuu":[54],"kuva,":[55],"josta":[56],"luuntiheysarvo":[57],"m\u00e4\u00e4ritet\u00e4\u00e4n.Luuntiheysarvo":[58],"itsess\u00e4\u00e4n":[59],"ennustaa":[60,95],"murtumariski\u00e4":[61,97],"vain":[63],"v\u00e4ltt\u00e4v\u00e4sti,":[64],"joten":[65],"vaihtoehtoisille":[66],"ennustemalleille":[67],"tarvetta.Viime":[69],"vuosina":[70],"syv\u00e4oppiminen":[71],"erityisesti":[73],"konvoluutioneuroverkot":[74],"ovat":[75,80],"tuottaneet":[76],"vaikuttavia":[77],"tuloksia":[78],"kuvantunnistuksessa.Ne":[79],"osoittaneet":[81],"toimivuutensa":[82],"my\u00f6s":[83],"l\u00e4\u00e4ketieteen":[84],"ortopedian":[86],"kuva-analyysiongelmissa.":[87],"T\u00e4m\u00e4n":[88],"tutkimuksen":[89],"tavoitteena":[90],"selvitt\u00e4\u00e4,":[92],"voidaanko":[93],"konvoluutioneuroverkoilla":[94],"osteoporoottista":[96],"selk\u00e4rangan":[98],"DXA-kuvista.Lupaavimpia":[99],"tutkimussuuntia":[100],"t\u00e4llaisten":[101],"ennustemallien":[102],"kehitykselle":[103],"tutkitaan":[104],"kokeellisesti":[105],"erilaisten":[106],"arkkitehtuurien":[107],"avulla.Tutkimus":[108],"tarkastelee":[109],"my\u00f6s,":[110],"miten":[111,123],"syv\u00e4oppimiseen":[112],"yleisesti":[113],"liittyv\u00e4t":[114],"oppimisnopeuden":[115],"l\u00e4pin\u00e4kyvyyden":[117],"ongelmat":[118],"ilmenev\u00e4t":[119],"DXA-kuvien":[120],"analysoinnissa,":[121],"niit\u00e4":[124],"voitaisiin":[125],"ehk\u00e4ist\u00e4.":[126]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2021-11-22T00:00:00"}