{"id":"https://openalex.org/W2157689299","doi":"https://doi.org/10.1142/s0218213014500146","title":"Osteoporosis Detection Using Machine Learning Techniques and Feature Selection","display_name":"Osteoporosis Detection Using Machine Learning Techniques and Feature Selection","publication_year":2014,"publication_date":"2014-07-17","ids":{"openalex":"https://openalex.org/W2157689299","doi":"https://doi.org/10.1142/s0218213014500146","mag":"2157689299"},"language":"en","primary_location":{"id":"doi:10.1142/s0218213014500146","doi":"https://doi.org/10.1142/s0218213014500146","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218213014500146","pdf_url":null,"source":{"id":"https://openalex.org/S178780388","display_name":"International Journal of Artificial Intelligence Tools","issn_l":"0218-2130","issn":["0218-2130","1793-6349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Artificial Intelligence Tools","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009452512","display_name":"Theodoros Iliou","orcid":"https://orcid.org/0000-0001-6925-1340","observed_orcids":["https://orcid.org/0000-0001-6925-1340"]},"institutions":[{"id":"https://openalex.org/I98805295","display_name":"University of the Aegean","ror":"https://ror.org/03zsp3p94","country_code":"GR","type":"education","lineage":["https://openalex.org/I98805295"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Theodoros Iliou","raw_affiliation_strings":["Cultural Technology and Communication Department, Social Science School, University of the Aegean, Mytilene, 81100, Lesvos island, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cultural Technology and Communication Department, Social Science School, University of the Aegean, Mytilene, 81100, Lesvos island, Greece","institution_ids":["https://openalex.org/I98805295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049657159","display_name":"Christos\u2010Nikolaos Anagnostopoulos","orcid":"https://orcid.org/0000-0002-4496-275X","observed_orcids":["https://orcid.org/0000-0002-4496-275X"]},"institutions":[{"id":"https://openalex.org/I98805295","display_name":"University of the Aegean","ror":"https://ror.org/03zsp3p94","country_code":"GR","type":"education","lineage":["https://openalex.org/I98805295"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Christos-Nikolaos Anagnostopoulos","raw_affiliation_strings":["Cultural Technology and Communication Department, Social Science School, University of the Aegean, Mytilene, 81100, Lesvos island, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cultural Technology and Communication Department, Social Science School, University of the Aegean, Mytilene, 81100, Lesvos island, Greece","institution_ids":["https://openalex.org/I98805295"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031790745","display_name":"George C. Anastassopoulos","orcid":"https://orcid.org/0000-0001-6604-1110","observed_orcids":["https://orcid.org/0000-0001-6604-1110"]},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"George Anastassopoulos","raw_affiliation_strings":["Medical Informatics Laboratory, Medical School, Democritus University of Thrace, Alexandroupolis, 68100, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Informatics Laboratory, Medical School, Democritus University of Thrace, Alexandroupolis, 68100, Greece","institution_ids":["https://openalex.org/I147962203"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.0132,"has_fulltext":false,"cited_by_count":65,"citation_normalized_percentile":{"value":0.8624094,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":99},"biblio":{"volume":"23","issue":"05","first_page":"1450014","last_page":"1450014"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.6309000253677368,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.6309000253677368,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10071","display_name":"Bone health and osteoporosis research","score":0.358599990606308,"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/T12676","display_name":"Machine Learning and ELM","score":0.0010999999940395355,"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/osteoporosis","display_name":"osteoporosis","score":0.8640000224113464},{"id":"https://openalex.org/keywords/osteoporosis-risk-prediction","display_name":"osteoporosis risk prediction","score":0.9120000004768372},{"id":"https://openalex.org/keywords/bone-mineral-density","display_name":"bone mineral density","score":0.8259999752044678},{"id":"https://openalex.org/keywords/bone-mineral-density-measurement","display_name":"bone densitometry","score":0.9269999861717224},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.7689999938011169},{"id":"https://openalex.org/keywords/age","display_name":"age","score":0.6990000009536743},{"id":"https://openalex.org/keywords/body-weight","display_name":"body weight","score":0.843999981880188},{"id":"https://openalex.org/keywords/classifier-comparison","display_name":"classifier comparison","score":0.6359999775886536},{"id":"https://openalex.org/keywords/diagnostic-factors","display_name":"diagnostic factors","score":0.4390000104904175},{"id":"https://openalex.org/keywords/fracture-risk","display_name":"fracture risk","score":0.5569999814033508}],"concepts":[{"id":"https://openalex.org/C2776541429","wikidata":"https://www.wikidata.org/wiki/Q165328","display_name":"Osteoporosis","level":2,"score":0.7754311561584473},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7035061120986938},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6853529214859009},{"id":"https://openalex.org/C136496925","wikidata":"https://www.wikidata.org/wiki/Q1189807","display_name":"Densitometry","level":2,"score":0.6720433235168457},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6547808647155762},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6445268988609314},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.567365288734436},{"id":"https://openalex.org/C2776886416","wikidata":"https://www.wikidata.org/wiki/Q4941567","display_name":"Bone mineral","level":3,"score":0.5506807565689087},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4911346137523651},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.277889609336853},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.10644879937171936},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.06672686338424683},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218213014500146","doi":"https://doi.org/10.1142/s0218213014500146","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218213014500146","pdf_url":null,"source":{"id":"https://openalex.org/S178780388","display_name":"International Journal of Artificial Intelligence Tools","issn_l":"0218-2130","issn":["0218-2130","1793-6349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Artificial Intelligence Tools","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.98580002784729,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W11657076","https://openalex.org/W18320520","https://openalex.org/W1516549389","https://openalex.org/W2009163533","https://openalex.org/W2051969554","https://openalex.org/W2093454745","https://openalex.org/W2102374319","https://openalex.org/W2107177566","https://openalex.org/W2110396808","https://openalex.org/W2148849217","https://openalex.org/W2540149843","https://openalex.org/W2613898627","https://openalex.org/W4240851819"],"related_works":["https://openalex.org/W4411858767","https://openalex.org/W7220365589","https://openalex.org/W4321500041","https://openalex.org/W4416683912","https://openalex.org/W4389264543","https://openalex.org/W3093736418","https://openalex.org/W2051469619","https://openalex.org/W4385241495","https://openalex.org/W4410851977","https://openalex.org/W4386545214"],"abstract_inverted_index":{"Osteoporosis":[0],"is":[1,16,155],"a":[2,126],"disease":[3],"of":[4,12,26,35,135,150],"bones":[5],"that":[6,131],"leads":[7],"to":[8,82,156],"an":[9],"increased":[10],"risk":[11,63],"fracture":[13],"and":[14,23,40,50,69,100,118,141],"it":[15],"characterized":[17],"by":[18],"low":[19],"bone":[20,27,52,167],"mineral":[21],"density":[22],"micro-architectural":[24],"deterioration":[25],"tissue.":[28],"In":[29,55,80,124],"this":[30],"article,":[31],"the":[32,77,112,119,133,151],"dataset":[33],"consists":[34],"3426":[36],"subjects":[37,84],"(1083":[38],"pathological":[39],"2343":[41],"healthy":[42],"cases)":[43],"whose":[44],"diagnosis":[45],"was":[46],"based":[47,96],"on":[48,97],"laboratory":[49],"osteal":[51],"densitometry":[53],"examination.":[54],"all":[56],"cases,":[57],"four":[58],"diagnostic":[59,138],"factors":[60,139],"for":[61,73],"osteoporosis":[62,160],"prediction,":[64,161],"namely":[65],"age,":[66],"sex,":[67],"height":[68],"weight":[70],"were":[71,94],"stored":[72],"later":[74],"evaluation":[75],"with":[76,132,166],"selected":[78],"classifiers.":[79],"order":[81],"categorize":[83],"into":[85],"two":[86,137],"classes":[87],"(osteoporosis,":[88],"nonosteoporosis),":[89],"twenty":[90],"machine":[91],"learning":[92],"techniques":[93],"assessed,":[95],"their":[98],"popularity":[99],"frequency":[101],"in":[102,159],"biomedical":[103],"engineering":[104],"problems.":[105],"All":[106],"classifiers":[107],"have":[108],"been":[109],"evaluated":[110],"using":[111],"wellknown":[113],"10-fold":[114],"cross":[115],"validation":[116],"method":[117,129],"results":[120],"are":[121],"reported":[122],"analytically.":[123],"addition,":[125],"feature":[127],"selection":[128],"identified":[130],"use":[134],"only":[136],"(age":[140],"weight),":[142],"similar":[143],"performance":[144],"could":[145],"be":[146],"achieved.":[147],"The":[148],"scope":[149],"proposed":[152],"exhaustive":[153],"methodology":[154],"assist":[157],"therapists":[158],"avoiding":[162],"unnecessary":[163],"further":[164],"testing":[165],"densitometry.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2016-06-24T00:00:00"}
