{"id":"https://openalex.org/W4388178013","doi":"https://doi.org/10.37885/231014629","title":"RESONANCIA MAGN\u00c9TICA PARA EL DIAGN\u00d3STICO Y CLASIFICACI\u00d3N DE LA ENFERMEDAD DE ALZHEIMER","display_name":"RESONANCIA MAGN\u00c9TICA PARA EL DIAGN\u00d3STICO Y CLASIFICACI\u00d3N DE LA ENFERMEDAD DE ALZHEIMER","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4388178013","doi":"https://doi.org/10.37885/231014629"},"language":"es","primary_location":{"id":"doi:10.37885/231014629","doi":"https://doi.org/10.37885/231014629","is_oa":true,"landing_page_url":"http://dx.doi.org/10.37885/231014629","pdf_url":"https://downloads.editoracientifica.com.br/articles/231014629.pdf","source":{"id":"https://openalex.org/S4306486877","display_name":"Editora Cient\u00edfica Digital eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"ebook platform"},"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":"Assist\u00eancia integral \u00e0 sa\u00fade: desafios e vulnerabilidades da assist\u00eancia","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4388178308","display_name":"Assist\u00eancia integral \u00e0 sa\u00fade: desafios e vulnerabilidades da assist\u00eancia"},"type":"book-chapter","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.editoracientifica.com.br/articles/231014629.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025121021","display_name":"Johan Denis Aguilar Ramirez","orcid":"https://orcid.org/0009-0001-5371-6526","observed_orcids":["https://orcid.org/0009-0001-5371-6526"]},"institutions":[{"id":"https://openalex.org/I4210136524","display_name":"Universidad Nacional del Altiplano","ror":"https://ror.org/03kqcyw85","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210136524"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Johan Denis Aguilar Ramirez","raw_affiliation_strings":["Universidad Nacional del Altiplano"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional del Altiplano","institution_ids":["https://openalex.org/I4210136524"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092153402","display_name":"Jhonatan Hinojosa Mamani","orcid":"https://orcid.org/0000-0002-4571-2453","observed_orcids":["https://orcid.org/0000-0002-4571-2453"]},"institutions":[{"id":"https://openalex.org/I4210136524","display_name":"Universidad Nacional del Altiplano","ror":"https://ror.org/03kqcyw85","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210136524"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Jhonatan Hinojosa Mamani","raw_affiliation_strings":["Universidad Nacional del Altiplano"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional del Altiplano","institution_ids":["https://openalex.org/I4210136524"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072890752","display_name":"Javier El\u00edas Mamani Gamarra","orcid":"https://orcid.org/0000-0002-5443-9065","observed_orcids":["https://orcid.org/0000-0002-5443-9065"]},"institutions":[{"id":"https://openalex.org/I4210136524","display_name":"Universidad Nacional del Altiplano","ror":"https://ror.org/03kqcyw85","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210136524"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Javier Elias Mamani Gamarra","raw_affiliation_strings":["Universidad Nacional del Altiplano"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional del Altiplano","institution_ids":["https://openalex.org/I4210136524"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058574537","display_name":"Benito Pepe Calsina Calsina","orcid":"https://orcid.org/0000-0002-8351-4677","observed_orcids":["https://orcid.org/0000-0002-8351-4677"]},"institutions":[{"id":"https://openalex.org/I4387153129","display_name":"Universidad Nacional de Juliaca","ror":"https://ror.org/01897f782","country_code":"PE","type":"education","lineage":["https://openalex.org/I4387153129"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Benito Pepe Calsina Calsina","raw_affiliation_strings":["Universidad Nacional de Juliaca"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional de Juliaca","institution_ids":["https://openalex.org/I4387153129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093134992","display_name":"Flavio Jesus Mamani Hancco","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Flavio Jesus Mamani Hancco","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109651700","display_name":"Grimanesa Felicita Rado Miranda","orcid":"https://orcid.org/0000-0002-2316-031X","observed_orcids":["https://orcid.org/0000-0002-2316-031X"]},"institutions":[{"id":"https://openalex.org/I4387153129","display_name":"Universidad Nacional de Juliaca","ror":"https://ror.org/01897f782","country_code":"PE","type":"education","lineage":["https://openalex.org/I4387153129"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Grimanesa Felicita Rado Miranda","raw_affiliation_strings":["Universidad Nacional de Juliaca"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional de Juliaca","institution_ids":["https://openalex.org/I4387153129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093134993","display_name":"Felix Cristobal Ochotoma Paravicino","orcid":"https://orcid.org/0000-0003-0655-8198","observed_orcids":["https://orcid.org/0000-0003-0655-8198"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Felix Cristobal Ochotoma Paravicino","raw_affiliation_strings":["Universidad Andina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Andina","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111066636","display_name":"Juan Flores Vel\u00e1squez","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210093128","display_name":"Universidad Andina N\u00e9stor C\u00e1ceres Vel\u00e1squez","ror":"https://ror.org/00fx5h019","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210093128"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Juan Flores Velasquez","raw_affiliation_strings":["Universidad Andina Nestor Caceres Velasquez-Juliaca","Universidad Andina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Andina Nestor Caceres Velasquez-Juliaca","institution_ids":["https://openalex.org/I4210093128"]},{"raw_affiliation_string":"Universidad Andina","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064094594","display_name":"Nora Hayde\u00e9 Quispe Bellido","orcid":"https://orcid.org/0000-0001-7420-0601","observed_orcids":["https://orcid.org/0000-0001-7420-0601"]},"institutions":[{"id":"https://openalex.org/I4387153129","display_name":"Universidad Nacional de Juliaca","ror":"https://ror.org/01897f782","country_code":"PE","type":"education","lineage":["https://openalex.org/I4387153129"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Nora Haydee Quispe Bellido","raw_affiliation_strings":["Universidad Nacional de Juliaca"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional de Juliaca","institution_ids":["https://openalex.org/I4387153129"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022086411","display_name":"Fredy Toribio Chalco Vargas","orcid":"https://orcid.org/0000-0001-9639-3926","observed_orcids":["https://orcid.org/0000-0001-9639-3926"]},"institutions":[{"id":"https://openalex.org/I4210093128","display_name":"Universidad Andina N\u00e9stor C\u00e1ceres Vel\u00e1squez","ror":"https://ror.org/00fx5h019","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210093128"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Fredy Toribio Chalco Vargas","raw_affiliation_strings":["Universidad Andina Nestor Caceres Velasquez-Juliaca"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Andina Nestor Caceres Velasquez-Juliaca","institution_ids":["https://openalex.org/I4210093128"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"298","last_page":"317"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9380000233650208,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9380000233650208,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.04010000079870224,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.0026000000070780516,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/alzheimer-s-disease","display_name":"Alzheimer's disease","score":0.8970000147819519},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"magnetic resonance imaging","score":0.7390000224113464},{"id":"https://openalex.org/keywords/positron-emission-tomography","display_name":"positron emission tomography","score":0.968999981880188},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.8579999804496765},{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"linear discriminant analysis","score":0.9810000061988831},{"id":"https://openalex.org/keywords/naive-bayes","display_name":"naive Bayes","score":0.8479999899864197},{"id":"https://openalex.org/keywords/k-nearest-neighbors","display_name":"k-nearest neighbors","score":0.9929999709129333},{"id":"https://openalex.org/keywords/haralick-texture-features","display_name":"GLCM texture features","score":0.8510000109672546},{"id":"https://openalex.org/keywords/haar-like-features","display_name":"Haar-like features","score":0.7590000033378601},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"feature extraction","score":0.7369999885559082},{"id":"https://openalex.org/keywords/disease-classification","display_name":"disease classification","score":0.5249999761581421},{"id":"https://openalex.org/keywords/neurodegenerative-disease-diagnosis","display_name":"neurodegenerative disease diagnosis","score":0.6340000033378601}],"concepts":[{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.6907132863998413},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.40205642580986023},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.32568806409835815},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.26462459564208984}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.37885/231014629","doi":"https://doi.org/10.37885/231014629","is_oa":true,"landing_page_url":"http://dx.doi.org/10.37885/231014629","pdf_url":"https://downloads.editoracientifica.com.br/articles/231014629.pdf","source":{"id":"https://openalex.org/S4306486877","display_name":"Editora Cient\u00edfica Digital eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"ebook platform"},"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":"Assist\u00eancia integral \u00e0 sa\u00fade: desafios e vulnerabilidades da assist\u00eancia","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.37885/231014629","doi":"https://doi.org/10.37885/231014629","is_oa":true,"landing_page_url":"http://dx.doi.org/10.37885/231014629","pdf_url":"https://downloads.editoracientifica.com.br/articles/231014629.pdf","source":{"id":"https://openalex.org/S4306486877","display_name":"Editora Cient\u00edfica Digital eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"ebook platform"},"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":"Assist\u00eancia integral \u00e0 sa\u00fade: desafios e vulnerabilidades da assist\u00eancia","raw_type":"book-chapter"},"sustainable_development_goals":[{"score":0.9537000060081482,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388178013.pdf","grobid_xml":"https://content.openalex.org/works/W4388178013.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W232876404","https://openalex.org/W1964389324","https://openalex.org/W2080344567","https://openalex.org/W2111124477","https://openalex.org/W2152340699","https://openalex.org/W2466438457","https://openalex.org/W2549070790","https://openalex.org/W2574038793","https://openalex.org/W2576852566","https://openalex.org/W2789804182","https://openalex.org/W2884672088","https://openalex.org/W2905442369","https://openalex.org/W3003731747","https://openalex.org/W3018492956","https://openalex.org/W4236354983","https://openalex.org/W4250175668"],"related_works":["https://openalex.org/W6901784881","https://openalex.org/W4389192905","https://openalex.org/W7046685341","https://openalex.org/W7112398919","https://openalex.org/W7026615614","https://openalex.org/W6996636178","https://openalex.org/W7165359864","https://openalex.org/W4413133599","https://openalex.org/W2589262306","https://openalex.org/W6989238230"],"abstract_inverted_index":{"El":[0,155],"estudio":[1],"se":[2,71],"centr\u00f3":[3],"en":[4,112,127,147,161],"desarrollar":[5],"una":[6,92,102],"estrategia":[7,124],"de":[8,12,19,24,31,46,53,55,61,74,78,119,125,132,138,140,142,150,153,172,182,185],"clasificaci\u00f3n":[9,126],"utilizando":[10,130],"algoritmos":[11,47,131],"aprendizaje":[13,133],"autom\u00e1tico":[14,134],"para":[15,67],"diagnosticar":[16],"la":[17,68,123,136,151,170,183],"enfermedad":[18,152,184],"Alzheimer.":[20,154,186],"Se":[21],"utilizaron":[22],"im\u00e1genes":[23],"resonancia":[25],"magn\u00e9tica":[26],"y":[27,58,76,84,117,135,163],"tomograf\u00eda":[28],"por":[29],"emisi\u00f3n":[30],"positrones":[32],"(PET)para":[33],"crear":[34],"un":[35],"nuevo":[36],"enfoque":[37],"llamado":[38],"MM-SDPN.":[39],"Los":[40,86],"m\u00e9todos":[41,81,176],"utilizados":[42],"incluyeron":[43],"el":[44,59,148,180],"uso":[45],"como":[48,82],"Naive":[49],"Bayes":[50],"(NB),":[51],"M\u00e1quina":[52],"Vectores":[54],"Soporte":[56],"(SVM)":[57],"m\u00e9todo":[60],"los":[62],"k-vecinos":[63],"m\u00e1s":[64],"cercanos":[65],"(K-NN)":[66],"clasificaci\u00f3n.":[69],"Tambi\u00e9n":[70],"aplicaron":[72],"t\u00e9cnicas":[73,139],"preprocesamiento":[75],"extracci\u00f3n":[77,141,171],"caracter\u00edsticas":[79,143,173],"mediante":[80],"GLCM":[83],"HAAR.":[85],"resultados":[87],"destacaron":[88],"que":[89,99,166,168],"SVM":[90,108,157],"logr\u00f3":[91],"precisi\u00f3n":[93,103,162],"excepcionalmente":[94],"alta":[95],"del":[96,105],"93%,":[97],"mientras":[98],"LDA":[100,111,160],"obtuvo":[101],"moderada":[104],"90%.":[106],"Adem\u00e1s,":[107],"super\u00f3":[109,158],"a":[110,114,159],"cuanto":[113],"especificidad,":[115],"sensibilidad":[116],"tasa":[118],"error.":[120],"En":[121],"conclusi\u00f3n,":[122],"capas":[128],"m\u00faltiples":[129],"combinaci\u00f3n":[137],"demostr\u00f3":[144],"ser":[145],"efectiva":[146],"diagn\u00f3stico":[149,181],"clasificador":[156],"rendimiento,":[164],"lo":[165],"sugiere":[167],"combinar":[169],"con":[174],"diferentes":[175],"clasificadores":[177],"podr\u00eda":[178],"mejorar":[179]},"counts_by_year":[],"updated_date":"2026-10-27T15:51:10.671819","created_date":"2023-11-02T00:00:00"}