{"id":"https://openalex.org/W7170951978","doi":"https://doi.org/10.1016/j.cmpb.2026.109567","title":"Alzheimer\u2019s disease-related \u03b2-amyloid deposition prediction based on plasma biomarkers, ApoE4, and CDR with a machine learning approach","display_name":"Alzheimer\u2019s disease-related \u03b2-amyloid deposition prediction based on plasma biomarkers, ApoE4, and CDR with a machine learning approach","publication_year":2026,"publication_date":"2026-07-24","ids":{"openalex":"https://openalex.org/W7170951978","doi":"https://doi.org/10.1016/j.cmpb.2026.109567","pmid":"https://pubmed.ncbi.nlm.nih.gov/42531948"},"language":"en","primary_location":{"id":"doi:10.1016/j.cmpb.2026.109567","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.cmpb.2026.109567","pdf_url":null,"source":{"id":"https://openalex.org/S138959710","display_name":"Computer Methods and Programs in Biomedicine","issn_l":"0169-2607","issn":["0169-2607","1872-7565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods and Programs in Biomedicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5125579738","display_name":"Chia-Hsuan Chang","orcid":null},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Hsuan Chang","raw_affiliation_strings":["Institute of Biomedical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134177145","display_name":"Shang-Chi Chien","orcid":null},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shang-Chi Chien","raw_affiliation_strings":["Institute of Biomedical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan; Department of Electronics and Electrical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan; Department of Electronics and Electrical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5143601648","display_name":"Ching-Chi Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ching-Chi Wang","raw_affiliation_strings":["Institute of Biomedical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044305525","display_name":"Ching\u2010Cheng Chuang","orcid":"https://orcid.org/0000-0003-0832-7019"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ching-Cheng Chuang","raw_affiliation_strings":["Institute of Biomedical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan; Department of Electronics and Electrical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan; Department of Electronics and Electrical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055106247","display_name":"Jung-Chih Chen","orcid":"https://orcid.org/0000-0003-3958-6806"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Jung-Chih Chen","raw_affiliation_strings":["Institute of Biomedical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan; Department of Electronics and Electrical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan; Department of Biological Science and Technology, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan; College of Artificial Intelligence, National Yang Ming Chiao Tung University, Tainan 711, Taiwan; Medical Device Innovation & Translation Center, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan; Catholic Mercy Hospital, Catholic Mercy Medical Foundation, Hsinchu 303, Taiwan. Electronic address: george@nycu.edu.tw"],"raw_orcid":"https://orcid.org/0000-0003-3958-6806","affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan; Department of Electronics and Electrical Engineering, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan; Department of Biological Science and Technology, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan; College of Artificial Intelligence, National Yang Ming Chiao Tung University, Tainan 711, Taiwan; Medical Device Innovation & Translation Center, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan; Catholic Mercy Hospital, Catholic Mercy Medical Foundation, Hsinchu 303, Taiwan. Electronic address: george@nycu.edu.tw","institution_ids":["https://openalex.org/I148366613"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5055106247"],"corresponding_institution_ids":["https://openalex.org/I148366613"],"apc_list":{"value":3350,"currency":"USD","value_usd":3350},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.78553995,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"286","issue":null,"first_page":"109567","last_page":"109567"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10086","display_name":"Alzheimer's disease research and treatments","score":0.19920000433921814,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/T10086","display_name":"Alzheimer's disease research and treatments","score":0.19920000433921814,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/T12254","display_name":"Machine Learning in Bioinformatics","score":0.08749999850988388,"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/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.08389999717473984,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/deposition","display_name":"Deposition (geology)","score":0.45829999446868896},{"id":"https://openalex.org/keywords/plasma","display_name":"Plasma","score":0.361299991607666},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.31349998712539673},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3133000135421753},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.30720001459121704}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5529999732971191},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5163999795913696},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4618000090122223},{"id":"https://openalex.org/C64297162","wikidata":"https://www.wikidata.org/wiki/Q1987070","display_name":"Deposition (geology)","level":3,"score":0.45829999446868896},{"id":"https://openalex.org/C82706917","wikidata":"https://www.wikidata.org/wiki/Q10251","display_name":"Plasma","level":2,"score":0.361299991607666},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.3465999960899353},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.31349998712539673},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3133000135421753},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.30720001459121704},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.2890999913215637},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.25380000472068787}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.cmpb.2026.109567","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.cmpb.2026.109567","pdf_url":null,"source":{"id":"https://openalex.org/S138959710","display_name":"Computer Methods and Programs in Biomedicine","issn_l":"0169-2607","issn":["0169-2607","1872-7565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods and Programs in Biomedicine","raw_type":"journal-article"},{"id":"pmid:42531948","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42531948","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":"Computer methods and programs in biomedicine","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1115630426","display_name":"Developing a Real-Time Closed-Loop Intelligent System for Precision Diagnosis and Treatment of Mild Cognitive Impairment( Iv )","funder_award_id":"NSTC115-2321-BA49-001","funder_id":"https://openalex.org/F2461203286","funder_display_name":"National Science and Technology Council"},{"id":"https://openalex.org/G3815321497","display_name":null,"funder_award_id":"NSTC 115-2221-E-A49-050","funder_id":"https://openalex.org/F2461203286","funder_display_name":"National Science and Technology Council"},{"id":"https://openalex.org/G7429312914","display_name":null,"funder_award_id":"NSTC 115-2640-B-A49-001","funder_id":"https://openalex.org/F2461203286","funder_display_name":"National Science and Technology Council"}],"funders":[{"id":"https://openalex.org/F2461203286","display_name":"National Science and Technology Council","ror":"https://ror.org/02kv4zf79"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1723129825","https://openalex.org/W2007044705","https://openalex.org/W2061272711","https://openalex.org/W2075193321","https://openalex.org/W2119821739","https://openalex.org/W2120913884","https://openalex.org/W2162772535","https://openalex.org/W2326324325","https://openalex.org/W2849227165","https://openalex.org/W2944821536","https://openalex.org/W2947686928","https://openalex.org/W2964512741","https://openalex.org/W2965291022","https://openalex.org/W2972315303","https://openalex.org/W3011286447","https://openalex.org/W3014572948","https://openalex.org/W3014779409","https://openalex.org/W3017890102","https://openalex.org/W3121254970","https://openalex.org/W3160870314","https://openalex.org/W3165808570","https://openalex.org/W3210926952","https://openalex.org/W3215186461","https://openalex.org/W4286110976"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2026-07-25T00:00:00"}
