{"id":"https://openalex.org/W4320033095","doi":"https://doi.org/10.1093/bib/bbad054","title":"A computational framework of routine test data for the cost-effective chronic disease prediction","display_name":"A computational framework of routine test data for the cost-effective chronic disease prediction","publication_year":2023,"publication_date":"2023-02-11","ids":{"openalex":"https://openalex.org/W4320033095","doi":"https://doi.org/10.1093/bib/bbad054","pmid":"https://pubmed.ncbi.nlm.nih.gov/36772998"},"language":"en","primary_location":{"id":"doi:10.1093/bib/bbad054","is_oa":false,"landing_page_url":"https://doi.org/10.1093/bib/bbad054","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","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/A5100704354","display_name":"Mingzhu Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I2722730","display_name":"Inner Mongolia University","ror":"https://ror.org/0106qb496","country_code":"CN","type":"education","lineage":["https://openalex.org/I2722730"]},{"id":"https://openalex.org/I4210159228","display_name":"Inner Mongolia International Mongolian Hospital","ror":"https://ror.org/04xwcs454","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159228"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingzhu Liu","raw_affiliation_strings":["Inner Mongolia International Mongolian Hospital , Hohhot 010065, China","Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","Inner Mongolia Wesure Date Technology Co., Ltd. Digital College, Inner Mongolia Intelligent Union Big Data Academy, , Hohhot 010010, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inner Mongolia International Mongolian Hospital , Hohhot 010065, China","institution_ids":["https://openalex.org/I4210159228"]},{"raw_affiliation_string":"Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","institution_ids":["https://openalex.org/I2722730"]},{"raw_affiliation_string":"Inner Mongolia Wesure Date Technology Co., Ltd. Digital College, Inner Mongolia Intelligent Union Big Data Academy, , Hohhot 010010, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100327162","display_name":"Jianzhong Zhou","orcid":"https://orcid.org/0000-0002-5898-6875"},"institutions":[{"id":"https://openalex.org/I2722730","display_name":"Inner Mongolia University","ror":"https://ror.org/0106qb496","country_code":"CN","type":"education","lineage":["https://openalex.org/I2722730"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Zhou","raw_affiliation_strings":["Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","Inner Mongolia Wesure Date Technology Co., Ltd. Digital College, Inner Mongolia Intelligent Union Big Data Academy, , Hohhot 010010, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","institution_ids":["https://openalex.org/I2722730"]},{"raw_affiliation_string":"Inner Mongolia Wesure Date Technology Co., Ltd. Digital College, Inner Mongolia Intelligent Union Big Data Academy, , Hohhot 010010, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071202132","display_name":"Qilemuge Xi","orcid":null},"institutions":[{"id":"https://openalex.org/I2722730","display_name":"Inner Mongolia University","ror":"https://ror.org/0106qb496","country_code":"CN","type":"education","lineage":["https://openalex.org/I2722730"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qilemuge Xi","raw_affiliation_strings":["Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","institution_ids":["https://openalex.org/I2722730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042256305","display_name":"Yuchao Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I2722730","display_name":"Inner Mongolia University","ror":"https://ror.org/0106qb496","country_code":"CN","type":"education","lineage":["https://openalex.org/I2722730"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuchao Liang","raw_affiliation_strings":["Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","Inner Mongolia Wesure Date Technology Co., Ltd. Digital College, Inner Mongolia Intelligent Union Big Data Academy, , Hohhot 010010, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","institution_ids":["https://openalex.org/I2722730"]},{"raw_affiliation_string":"Inner Mongolia Wesure Date Technology Co., Ltd. Digital College, Inner Mongolia Intelligent Union Big Data Academy, , Hohhot 010010, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012399528","display_name":"Haicheng Li","orcid":"https://orcid.org/0000-0002-7268-6967"},"institutions":[{"id":"https://openalex.org/I2722730","display_name":"Inner Mongolia University","ror":"https://ror.org/0106qb496","country_code":"CN","type":"education","lineage":["https://openalex.org/I2722730"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haicheng Li","raw_affiliation_strings":["Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","Inner Mongolia Wesure Date Technology Co., Ltd. Digital College, Inner Mongolia Intelligent Union Big Data Academy, , Hohhot 010010, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","institution_ids":["https://openalex.org/I2722730"]},{"raw_affiliation_string":"Inner Mongolia Wesure Date Technology Co., Ltd. Digital College, Inner Mongolia Intelligent Union Big Data Academy, , Hohhot 010010, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101856804","display_name":"Pengfei Liang","orcid":"https://orcid.org/0000-0001-9541-9485"},"institutions":[{"id":"https://openalex.org/I2722730","display_name":"Inner Mongolia University","ror":"https://ror.org/0106qb496","country_code":"CN","type":"education","lineage":["https://openalex.org/I2722730"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengfei Liang","raw_affiliation_strings":["Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","institution_ids":["https://openalex.org/I2722730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090967945","display_name":"Yuting Guo","orcid":"https://orcid.org/0000-0002-8919-0888"},"institutions":[{"id":"https://openalex.org/I2722730","display_name":"Inner Mongolia University","ror":"https://ror.org/0106qb496","country_code":"CN","type":"education","lineage":["https://openalex.org/I2722730"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuting Guo","raw_affiliation_strings":["Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","institution_ids":["https://openalex.org/I2722730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100343844","display_name":"Min Liu","orcid":"https://orcid.org/0000-0001-5183-1187"},"institutions":[{"id":"https://openalex.org/I2722730","display_name":"Inner Mongolia University","ror":"https://ror.org/0106qb496","country_code":"CN","type":"education","lineage":["https://openalex.org/I2722730"]},{"id":"https://openalex.org/I4210159228","display_name":"Inner Mongolia International Mongolian Hospital","ror":"https://ror.org/04xwcs454","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159228"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Liu","raw_affiliation_strings":["Inner Mongolia International Mongolian Hospital , Hohhot 010065, China","Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","Inner Mongolia Wesure Date Technology Co., Ltd. Digital College, Inner Mongolia Intelligent Union Big Data Academy, , Hohhot 010010, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inner Mongolia International Mongolian Hospital , Hohhot 010065, China","institution_ids":["https://openalex.org/I4210159228"]},{"raw_affiliation_string":"Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","institution_ids":["https://openalex.org/I2722730"]},{"raw_affiliation_string":"Inner Mongolia Wesure Date Technology Co., Ltd. Digital College, Inner Mongolia Intelligent Union Big Data Academy, , Hohhot 010010, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081773562","display_name":"Temuqile Temuqile","orcid":"https://orcid.org/0000-0002-0444-4157"},"institutions":[{"id":"https://openalex.org/I4210159228","display_name":"Inner Mongolia International Mongolian Hospital","ror":"https://ror.org/04xwcs454","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159228"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Temuqile Temuqile","raw_affiliation_strings":["Inner Mongolia International Mongolian Hospital , Hohhot 010065, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inner Mongolia International Mongolian Hospital , Hohhot 010065, China","institution_ids":["https://openalex.org/I4210159228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057225835","display_name":"Lei Yang","orcid":"https://orcid.org/0000-0002-1133-9099"},"institutions":[{"id":"https://openalex.org/I156144747","display_name":"Harbin Medical University","ror":"https://ror.org/05jscf583","country_code":"CN","type":"education","lineage":["https://openalex.org/I156144747"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lei Yang","raw_affiliation_strings":["Harbin Medical University College of Bioinformatics Science and Technology, , Harbin 150081, China"],"raw_orcid":"https://orcid.org/0000-0002-1133-9099","affiliations":[{"raw_affiliation_string":"Harbin Medical University College of Bioinformatics Science and Technology, , Harbin 150081, China","institution_ids":["https://openalex.org/I156144747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001300435","display_name":"Yongchun Zuo","orcid":"https://orcid.org/0000-0002-6065-7835"},"institutions":[{"id":"https://openalex.org/I2722730","display_name":"Inner Mongolia University","ror":"https://ror.org/0106qb496","country_code":"CN","type":"education","lineage":["https://openalex.org/I2722730"]},{"id":"https://openalex.org/I4210159228","display_name":"Inner Mongolia International Mongolian Hospital","ror":"https://ror.org/04xwcs454","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159228"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yongchun Zuo","raw_affiliation_strings":["Inner Mongolia International Mongolian Hospital , Hohhot 010065, China","Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","Inner Mongolia Wesure Date Technology Co., Ltd. Digital College, Inner Mongolia Intelligent Union Big Data Academy, , Hohhot 010010, China"],"raw_orcid":"https://orcid.org/0000-0002-6065-7835","affiliations":[{"raw_affiliation_string":"Inner Mongolia International Mongolian Hospital , Hohhot 010065, China","institution_ids":["https://openalex.org/I4210159228"]},{"raw_affiliation_string":"Inner Mongolia University State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, School of Life Sciences, , Hohhot 010021, China","institution_ids":["https://openalex.org/I2722730"]},{"raw_affiliation_string":"Inner Mongolia Wesure Date Technology Co., Ltd. Digital College, Inner Mongolia Intelligent Union Big Data Academy, , Hohhot 010010, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5001300435","https://openalex.org/A5057225835"],"corresponding_institution_ids":["https://openalex.org/I156144747","https://openalex.org/I2722730","https://openalex.org/I4210159228"],"apc_list":{"value":4011,"currency":"USD","value_usd":4011},"apc_paid":null,"fwci":10.855,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.98148148,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"24","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9876999855041504,"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":0.9876999855041504,"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/T13522","display_name":"Cardiovascular Health and Risk Factors","score":0.9372000098228455,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9199000000953674,"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/medicine","display_name":"Medicine","score":0.673372745513916},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.6540697813034058},{"id":"https://openalex.org/keywords/chronic-disease","display_name":"Chronic disease","score":0.5482689142227173},{"id":"https://openalex.org/keywords/colorectal-cancer","display_name":"Colorectal cancer","score":0.473238080739975},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.35368868708610535},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.30073195695877075},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.2926233410835266}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.673372745513916},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.6540697813034058},{"id":"https://openalex.org/C2987552334","wikidata":"https://www.wikidata.org/wiki/Q383126","display_name":"Chronic disease","level":2,"score":0.5482689142227173},{"id":"https://openalex.org/C526805850","wikidata":"https://www.wikidata.org/wiki/Q188874","display_name":"Colorectal cancer","level":3,"score":0.473238080739975},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.35368868708610535},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.30073195695877075},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2926233410835266}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001523","descriptor_name":"Mental Disorders","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002908","descriptor_name":"Chronic Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003362","descriptor_name":"Cost-Benefit Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003362","descriptor_name":"Cost-Benefit Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003362","descriptor_name":"Cost-Benefit Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1093/bib/bbad054","is_oa":false,"landing_page_url":"https://doi.org/10.1093/bib/bbad054","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},{"id":"pmid:36772998","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36772998","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":"Briefings in bioinformatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G1279121783","display_name":null,"funder_award_id":"62171241","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4172898863","display_name":null,"funder_award_id":"62061034","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1967270772","https://openalex.org/W2005518396","https://openalex.org/W2009195401","https://openalex.org/W2036789134","https://openalex.org/W2069375519","https://openalex.org/W2162234541","https://openalex.org/W2296260051","https://openalex.org/W2497007630","https://openalex.org/W2805110914","https://openalex.org/W2941926021","https://openalex.org/W2947989913","https://openalex.org/W2996045117","https://openalex.org/W3004553235","https://openalex.org/W3009386543","https://openalex.org/W3012827461","https://openalex.org/W3014086421","https://openalex.org/W3037822335","https://openalex.org/W3047705148","https://openalex.org/W3047785621","https://openalex.org/W3127707417","https://openalex.org/W3134519364","https://openalex.org/W3135521497","https://openalex.org/W3159338904","https://openalex.org/W3159813235","https://openalex.org/W3161656311","https://openalex.org/W3165101924","https://openalex.org/W3183065453","https://openalex.org/W3183253630","https://openalex.org/W4200214589","https://openalex.org/W4205497636","https://openalex.org/W4211057560","https://openalex.org/W4220742882","https://openalex.org/W4240204662","https://openalex.org/W4289111352","https://openalex.org/W4302759540","https://openalex.org/W6700793988","https://openalex.org/W6795170518","https://openalex.org/W6805666649"],"related_works":["https://openalex.org/W2374019147","https://openalex.org/W2015369371","https://openalex.org/W2370262613","https://openalex.org/W4362606997","https://openalex.org/W2172237894","https://openalex.org/W4377092742","https://openalex.org/W4229447658","https://openalex.org/W4361825250","https://openalex.org/W2375232943","https://openalex.org/W2363531932"],"abstract_inverted_index":{"Chronic":[0],"diseases,":[1,93],"because":[2],"of":[3,57,91,97,101,107,113,168,244],"insidious":[4],"onset":[5],"and":[6,40,44,54,61,104,121,141,154,174,190,222,237,241,248],"long":[7],"latent":[8],"period,":[9],"have":[10],"become":[11],"the":[12,18,78,114,122,133,149,165],"major":[13],"global":[14],"disease":[15,21,69,189],"burden.":[16],"However,":[17],"current":[19],"chronic":[20,68,92,151,169,198,224,245],"diagnosis":[22],"methods":[23],"based":[24],"on":[25,77],"genetic":[26],"markers":[27],"or":[28],"imaging":[29],"analysis":[30],"are":[31,156],"challenging":[32],"to":[33,37,147,159,217],"promote":[34],"completely":[35],"due":[36],"high":[38,72],"costs":[39],"cannot":[41],"reach":[42],"universality":[43],"popularization.":[45],"This":[46,226],"study":[47],"analyzed":[48],"massive":[49],"data":[50],"from":[51],"routine":[52],"blood":[53,231],"biochemical":[55],"test":[56],"32":[58],"448":[59],"patients":[60],"developed":[62],"a":[63,181,207],"novel":[64],"framework":[65],"for":[66,88,118,126,184,187,192],"cost-effective":[67,227],"prediction":[70],"with":[71,132,229],"accuracy":[73,112],"(AUC":[74],"87.32%).":[75],"Based":[76],"best-performing":[79],"XGBoost":[80],"algorithm,":[81],"20":[82],"classification":[83],"models":[84],"were":[85],"further":[86,201,242],"constructed":[87],"17":[89],"types":[90,96,100,106,167],"including":[94],"9":[95],"cancers,":[98],"5":[99],"cardiovascular":[102,188],"diseases":[103,170,199,246],"3":[105],"mental":[108,175,193],"illness.":[109,194],"The":[110,129,195],"highest":[111],"model":[115,130],"was":[116,124,200],"90.13%":[117],"cardia":[119],"cancer,":[120,185],"lowest":[123],"76.38%":[125],"rectal":[127],"cancer.":[128],"interpretation":[131],"SHAP":[134],"algorithm":[135],"showed":[136],"that":[137],"CREA,":[138],"R-CV,":[139],"GLU":[140,191],"NEUT%":[142],"might":[143],"be":[144,160],"important":[145],"indices":[146,162],"identify":[148],"most":[150],"diseases.":[152,225],"PDW":[153],"R-CV":[155,179],"also":[157],"discovered":[158],"crucial":[161],"in":[163,219],"classifying":[164,221],"three":[166],"(cardiovascular":[171],"disease,":[172],"cancer":[173],"illness).":[176],"In":[177],"addition,":[178],"has":[180],"higher":[182],"specificity":[183],"ALP":[186],"association":[196],"between":[197],"revealed.":[202],"At":[203],"last,":[204],"we":[205],"build":[206],"user-friendly":[208],"explainable":[209],"machine-learning-based":[210],"clinical":[211,239],"decision":[212],"support":[213],"system":[214],"(DisPioneer:":[215],"http://bioinfor.imu.edu.cn/dispioneer)":[216],"assist":[218],"predicting,":[220],"treating":[223],"work":[228],"simple":[230],"tests":[232],"will":[233],"benefit":[234],"more":[235],"people":[236],"motivate":[238],"implementation":[240],"investigation":[243],"prevention":[247],"surveillance":[249],"program.":[250]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
