{"id":"https://openalex.org/W4288725097","doi":"https://doi.org/10.1038/s41746-022-00654-1","title":"Silhouette images enable estimation of body fat distribution and associated cardiometabolic risk","display_name":"Silhouette images enable estimation of body fat distribution and associated cardiometabolic risk","publication_year":2022,"publication_date":"2022-07-27","ids":{"openalex":"https://openalex.org/W4288725097","doi":"https://doi.org/10.1038/s41746-022-00654-1","pmid":"https://pubmed.ncbi.nlm.nih.gov/35896726"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-022-00654-1","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-022-00654-1","pdf_url":"https://www.nature.com/articles/s41746-022-00654-1.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-022-00654-1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086799592","display_name":"Marcus D. R. Klarqvist","orcid":"https://orcid.org/0000-0001-7630-2708"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Marcus D. R. Klarqvist","raw_affiliation_strings":["Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049434997","display_name":"Saaket Agrawal","orcid":"https://orcid.org/0000-0002-2535-4759"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]},{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saaket Agrawal","raw_affiliation_strings":["Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA","Center for Genomic Medicine, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA","Department of Medicine, Harvard Medical School, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]},{"raw_affiliation_string":"Center for Genomic Medicine, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA","institution_ids":["https://openalex.org/I4210087915"]},{"raw_affiliation_string":"Department of Medicine, Harvard Medical School, Boston, MA, USA","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004655457","display_name":"Nathaniel Diamant","orcid":"https://orcid.org/0000-0002-1738-304X"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nathaniel Diamant","raw_affiliation_strings":["Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069822855","display_name":"Patrick T. Ellinor","orcid":"https://orcid.org/0000-0002-2067-0533"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]},{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Patrick T. Ellinor","raw_affiliation_strings":["Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA","Department of Medicine, Harvard Medical School, Boston, MA, USA"],"affiliations":[{"raw_affiliation_string":"Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]},{"raw_affiliation_string":"Department of Medicine, Harvard Medical School, Boston, MA, USA","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008444707","display_name":"Anthony Philippakis","orcid":"https://orcid.org/0000-0001-6953-3794"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anthony Philippakis","raw_affiliation_strings":["Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA","Eric and Wendy Schmidt Center, Broad Institute of MIT and Harvard, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]},{"raw_affiliation_string":"Eric and Wendy Schmidt Center, Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070430680","display_name":"Kenney Ng","orcid":"https://orcid.org/0000-0003-0792-070X"},"institutions":[{"id":"https://openalex.org/I4210138427","display_name":"Computational Physics (United States)","ror":"https://ror.org/03grsxg62","country_code":"US","type":"company","lineage":["https://openalex.org/I4210138427"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kenney Ng","raw_affiliation_strings":["Center for Computational Health, IBM Research, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"Center for Computational Health, IBM Research, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210138427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005297730","display_name":"Puneet Batra","orcid":"https://orcid.org/0000-0001-6822-0593"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Puneet Batra","raw_affiliation_strings":["Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030786234","display_name":"Amit V. Khera","orcid":"https://orcid.org/0000-0001-6535-5839"},"institutions":[{"id":"https://openalex.org/I107606265","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I107606265"]},{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]},{"id":"https://openalex.org/I4210120586","display_name":"Verve Therapeutics (United States)","ror":"https://ror.org/02f7f9m65","country_code":"US","type":"company","lineage":["https://openalex.org/I4210120586"]},{"id":"https://openalex.org/I4210155419","display_name":"Center for Systems Biology","ror":"https://ror.org/05r3dyn47","country_code":"US","type":"facility","lineage":["https://openalex.org/I136199984","https://openalex.org/I4210087915","https://openalex.org/I4210155419","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amit V. Khera","raw_affiliation_strings":["Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA. avkhera@mgh.harvard.edu","Center for Genomic Medicine, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA. avkhera@mgh.harvard.edu","Department of Medicine, Harvard Medical School, Boston, MA, USA. avkhera@mgh.harvard.edu","Verve Therapeutics, Cambridge, MA, USA. avkhera@mgh.harvard.edu","Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA. avkhera@mgh.harvard.edu","institution_ids":["https://openalex.org/I107606265"]},{"raw_affiliation_string":"Center for Genomic Medicine, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA. avkhera@mgh.harvard.edu","institution_ids":["https://openalex.org/I4210087915","https://openalex.org/I4210155419"]},{"raw_affiliation_string":"Department of Medicine, Harvard Medical School, Boston, MA, USA. avkhera@mgh.harvard.edu","institution_ids":["https://openalex.org/I136199984"]},{"raw_affiliation_string":"Verve Therapeutics, Cambridge, MA, USA. avkhera@mgh.harvard.edu","institution_ids":["https://openalex.org/I4210120586"]},{"raw_affiliation_string":"Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA","institution_ids":["https://openalex.org/I107606265"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5086799592"],"corresponding_institution_ids":["https://openalex.org/I107606265"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":1.7687,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.85370782,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"5","issue":"1","first_page":"105","last_page":"105"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12279","display_name":"Body Composition Measurement Techniques","score":0.9991000294685364,"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/T12279","display_name":"Body Composition Measurement Techniques","score":0.9991000294685364,"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/T12979","display_name":"Cardiovascular Disease and Adiposity","score":0.9983999729156494,"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/T11457","display_name":"Adipose Tissue and Metabolism","score":0.991599977016449,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/silhouette","display_name":"Silhouette","score":0.8562854528427124},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.6914013028144836},{"id":"https://openalex.org/keywords/body-fat-distribution","display_name":"Body fat distribution","score":0.5739862322807312},{"id":"https://openalex.org/keywords/distribution","display_name":"Distribution (mathematics)","score":0.4437437951564789},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.33846116065979004},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.32054126262664795},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3041965067386627},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2668895125389099},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25221797823905945},{"id":"https://openalex.org/keywords/body-mass-index","display_name":"Body mass index","score":0.2332458794116974},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.19226700067520142},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.12162920832633972}],"concepts":[{"id":"https://openalex.org/C58103923","wikidata":"https://www.wikidata.org/wiki/Q2286025","display_name":"Silhouette","level":2,"score":0.8562854528427124},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.6914013028144836},{"id":"https://openalex.org/C2910145116","wikidata":"https://www.wikidata.org/wiki/Q4759461","display_name":"Body fat distribution","level":3,"score":0.5739862322807312},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.4437437951564789},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.33846116065979004},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.32054126262664795},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3041965067386627},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2668895125389099},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25221797823905945},{"id":"https://openalex.org/C2780221984","wikidata":"https://www.wikidata.org/wiki/Q131191","display_name":"Body mass index","level":2,"score":0.2332458794116974},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.19226700067520142},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.12162920832633972},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s41746-022-00654-1","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-022-00654-1","pdf_url":"https://www.nature.com/articles/s41746-022-00654-1.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:35896726","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35896726","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":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:doaj.org/article:f59e5b60e06a451880d91e9770f3cf14","is_oa":true,"landing_page_url":"https://doaj.org/article/f59e5b60e06a451880d91e9770f3cf14","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"npj Digital Medicine, Vol 5, Iss 1, Pp 1-9 (2022)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9329470","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9329470","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NPJ Digit Med","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1038/s41746-022-00654-1","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-022-00654-1","pdf_url":"https://www.nature.com/articles/s41746-022-00654-1.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6499999761581421,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G2022548042","display_name":null,"funder_award_id":"1U01HG011719","funder_id":"https://openalex.org/F4320337348","funder_display_name":"National Human Genome Research Institute"},{"id":"https://openalex.org/G3801631711","display_name":null,"funder_award_id":"U01HG011719","funder_id":"https://openalex.org/F4320337348","funder_display_name":"National Human Genome Research Institute"},{"id":"https://openalex.org/G5850737185","display_name":null,"funder_award_id":"MC_PC_17228","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G7770045845","display_name":null,"funder_award_id":"1K08HG010155","funder_id":"https://openalex.org/F4320337348","funder_display_name":"National Human Genome Research Institute"}],"funders":[{"id":"https://openalex.org/F4320308349","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78"},{"id":"https://openalex.org/F4320314070","display_name":"Broad Institute","ror":"https://ror.org/05a0ya142"},{"id":"https://openalex.org/F4320314646","display_name":"Sarnoff Cardiovascular Research Foundation","ror":"https://ror.org/04csczr47"},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"},{"id":"https://openalex.org/F4320337348","display_name":"National Human Genome Research Institute","ror":"https://ror.org/00baak391"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4288725097.pdf","grobid_xml":"https://content.openalex.org/works/W4288725097.grobid-xml"},"referenced_works_count":54,"referenced_works":["https://openalex.org/W1572520031","https://openalex.org/W2008952716","https://openalex.org/W2013891634","https://openalex.org/W2036168461","https://openalex.org/W2040554769","https://openalex.org/W2048717385","https://openalex.org/W2058124421","https://openalex.org/W2061478685","https://openalex.org/W2061947960","https://openalex.org/W2073081893","https://openalex.org/W2082704080","https://openalex.org/W2094869243","https://openalex.org/W2098059712","https://openalex.org/W2106650290","https://openalex.org/W2135242858","https://openalex.org/W2141662760","https://openalex.org/W2146683320","https://openalex.org/W2159193708","https://openalex.org/W2182190216","https://openalex.org/W2470421573","https://openalex.org/W2523241820","https://openalex.org/W2551499720","https://openalex.org/W2616807020","https://openalex.org/W2741982109","https://openalex.org/W2748329920","https://openalex.org/W2797973053","https://openalex.org/W2800175386","https://openalex.org/W2800324981","https://openalex.org/W2891480657","https://openalex.org/W2899765652","https://openalex.org/W2922289951","https://openalex.org/W2961683851","https://openalex.org/W2963446712","https://openalex.org/W2972618106","https://openalex.org/W2975749621","https://openalex.org/W2976700608","https://openalex.org/W2979717805","https://openalex.org/W2987738556","https://openalex.org/W2995391363","https://openalex.org/W3004876731","https://openalex.org/W3006581297","https://openalex.org/W3032464132","https://openalex.org/W3035157797","https://openalex.org/W3045665603","https://openalex.org/W3088241220","https://openalex.org/W3114531677","https://openalex.org/W3165421161","https://openalex.org/W3177884920","https://openalex.org/W4210612764","https://openalex.org/W4211034139","https://openalex.org/W4211047194","https://openalex.org/W4212853165","https://openalex.org/W4283698854","https://openalex.org/W4283723045"],"related_works":["https://openalex.org/W1622964048","https://openalex.org/W30315714","https://openalex.org/W1965274140","https://openalex.org/W779885325","https://openalex.org/W2150972844","https://openalex.org/W2393615320","https://openalex.org/W3110435694","https://openalex.org/W2185145003","https://openalex.org/W2001760863","https://openalex.org/W3018864046"],"abstract_inverted_index":{"Inter-individual":[0],"variation":[1],"in":[2,16,19,87],"fat":[3,56,173,231],"distribution":[4],"is":[5,12,115,197],"increasingly":[6],"recognized":[7],"as":[8,96],"clinically":[9],"important":[10,228],"but":[11],"not":[13,25],"routinely":[14],"assessed":[15],"clinical":[17],"practice,":[18],"part":[20],"because":[21],"medical":[22],"imaging":[23],"has":[24],"been":[26],"practical":[27],"to":[28,103],"deploy":[29],"at":[30],"scale":[31],"for":[32,98,237],"this":[33],"task.":[34],"Here,":[35],"we":[36,158],"report":[37],"a":[38,99,146,162,185],"deep":[39,124],"learning":[40,125],"model":[41,126,148,178,187],"trained":[42,127],"on":[43,128],"an":[44],"individual's":[45],"body":[46,223],"shape":[47],"outline-or":[48],"\"silhouette\"":[49],"-that":[50],"enables":[51,130,188],"accurate":[52,131],"estimation":[53,132],"of":[54,58,90,106,111,133,170,202,214,230],"specific":[55],"depots":[57],"interest,":[59],"including":[60],"visceral":[61],"(VAT),":[62],"abdominal":[63],"subcutaneous":[64],"(ASAT),":[65],"and":[66,72,77,94,118,136,142,151,204,209,216],"gluteofemoral":[67],"(GFAT)":[68],"adipose":[69],"tissue":[70],"volumes,":[71],"VAT/ASAT":[73,160,181,195],"ratio.":[74],"Two-dimensional":[75],"coronal":[76],"sagittal":[78],"silhouettes":[79,129],"are":[80,120],"constructed":[81],"from":[82],"whole-body":[83],"magnetic":[84],"resonance":[85],"images":[86,225],"40,032":[88],"participants":[89,114],"the":[91,112,176,234],"UK":[92],"Biobank":[93],"used":[95],"inputs":[97],"convolutional":[100],"neural":[101],"network":[102],"predict":[104],"each":[105],"these":[107],"quantities.":[108],"Mean":[109],"age":[110],"study":[113,159],"65":[116],"years":[117],"51%":[119],"female.":[121],"A":[122],"cross-validated":[123],"VAT,":[134],"ASAT,":[135],"GFAT":[137],"volumes":[138],"(R<sup>2</sup>:":[139,183,191],"0.88,":[140],"0.93,":[141,143],"respectively),":[144],"outperforming":[145],"comparator":[147,177],"combining":[149],"anthropometric":[150],"bioimpedance":[152],"measures":[153,229],"(\u0394R<sup>2</sup>":[154],"=":[155],"0.05-0.13).":[156],"Next,":[157],"ratio,":[161],"nearly":[163],"body-mass":[164],"index":[165],"(BMI)-and":[166],"waist":[167,217],"circumference-independent":[168],"marker":[169],"metabolically":[171],"unhealthy":[172],"distribution.":[174],"While":[175],"poorly":[179],"predicts":[180],"ratio":[182,196],"0.17-0.26),":[184],"silhouette-based":[186],"significant":[189],"improvement":[190],"0.50-0.55).":[192],"Increased":[193],"silhouette-predicted":[194],"associated":[198],"with":[199],"increased":[200],"risk":[201],"prevalent":[203],"incident":[205],"type":[206],"2":[207],"diabetes":[208],"coronary":[210],"artery":[211],"disease":[212],"independent":[213],"BMI":[215],"circumference.":[218],"These":[219],"results":[220],"demonstrate":[221],"that":[222],"silhouette":[224],"can":[226],"estimate":[227],"distribution,":[232],"laying":[233],"scientific":[235],"foundation":[236],"scalable":[238],"population-based":[239],"assessment.":[240]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}