{"id":"https://openalex.org/W2906694199","doi":"https://doi.org/10.1186/s12911-018-0719-2","title":"Big data hurdles in precision medicine and precision public health","display_name":"Big data hurdles in precision medicine and precision public health","publication_year":2018,"publication_date":"2018-12-01","ids":{"openalex":"https://openalex.org/W2906694199","doi":"https://doi.org/10.1186/s12911-018-0719-2","mag":"2906694199","pmid":"https://pubmed.ncbi.nlm.nih.gov/30594159"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-018-0719-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-018-0719-2","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-018-0719-2","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-018-0719-2","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039419132","display_name":"Mattia Prosperi","orcid":"https://orcid.org/0000-0002-9021-5595"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]},{"id":"https://openalex.org/I94062374","display_name":"Florida College","ror":"https://ror.org/010bgev76","country_code":"US","type":"education","lineage":["https://openalex.org/I94062374"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mattia Prosperi","raw_affiliation_strings":["Department of Epidemiology, College of Medicine & College of Public Health and Health Professions, University of Florida, Gainesville, FL, 32610, USA. m.prosperi@ufl.edu","Department of Epidemiology, College of Medicine & College of Public Health and Health Professions, University of Florida, Gainesville, FL, 32610, USA"],"raw_orcid":"https://orcid.org/0000-0002-9021-5595","affiliations":[{"raw_affiliation_string":"Department of Epidemiology, College of Medicine & College of Public Health and Health Professions, University of Florida, Gainesville, FL, 32610, USA. m.prosperi@ufl.edu","institution_ids":["https://openalex.org/I94062374"]},{"raw_affiliation_string":"Department of Epidemiology, College of Medicine & College of Public Health and Health Professions, University of Florida, Gainesville, FL, 32610, USA","institution_ids":["https://openalex.org/I33213144","https://openalex.org/I94062374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091887754","display_name":"Jae Min","orcid":"https://orcid.org/0000-0003-4112-9583"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]},{"id":"https://openalex.org/I94062374","display_name":"Florida College","ror":"https://ror.org/010bgev76","country_code":"US","type":"education","lineage":["https://openalex.org/I94062374"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jae S. Min","raw_affiliation_strings":["Department of Epidemiology, College of Medicine & College of Public Health and Health Professions, University of Florida, Gainesville, FL, 32610, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Epidemiology, College of Medicine & College of Public Health and Health Professions, University of Florida, Gainesville, FL, 32610, USA","institution_ids":["https://openalex.org/I33213144","https://openalex.org/I94062374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030951014","display_name":"Jiang Bian","orcid":"https://orcid.org/0000-0002-2238-5429"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiang Bian","raw_affiliation_strings":["Department of Health Outcomes and Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, 32610, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Health Outcomes and Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, 32610, USA","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049702218","display_name":"Fran\u00e7ois Modave","orcid":"https://orcid.org/0000-0003-4366-0757"},"institutions":[{"id":"https://openalex.org/I1925986","display_name":"Loyola University Chicago","ror":"https://ror.org/04b6x2g63","country_code":"US","type":"education","lineage":["https://openalex.org/I1925986"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fran\u00e7ois Modave","raw_affiliation_strings":["Center for Health Outcomes and Informatics Research, Loyola University Chicago, Maywood, IL, 60153, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Health Outcomes and Informatics Research, Loyola University Chicago, Maywood, IL, 60153, USA","institution_ids":["https://openalex.org/I1925986"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5039419132"],"corresponding_institution_ids":["https://openalex.org/I33213144","https://openalex.org/I94062374"],"apc_list":{"value":2690,"currency":"USD","value_usd":2690},"apc_paid":{"value":2690,"currency":"USD","value_usd":2690},"fwci":16.2601,"has_fulltext":true,"cited_by_count":209,"citation_normalized_percentile":{"value":0.99209006,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"18","issue":"1","first_page":"139","last_page":"139"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.35830000042915344,"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"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.35830000042915344,"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"}},{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.07769999653100967,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14393","display_name":"Health, Environment, Cognitive Aging","score":0.0729999989271164,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.7984217405319214},{"id":"https://openalex.org/keywords/precision-medicine","display_name":"Precision medicine","score":0.6343082189559937},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.6165036559104919},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5724877715110779},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5086975693702698},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45417922735214233},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.34657585620880127},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.24913957715034485},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.13925471901893616}],"concepts":[{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.7984217405319214},{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.6343082189559937},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.6165036559104919},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5724877715110779},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5086975693702698},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45417922735214233},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.34657585620880127},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.24913957715034485},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.13925471901893616},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077558","descriptor_name":"Big Data","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077558","descriptor_name":"Big Data","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077558","descriptor_name":"Big Data","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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},{"descriptor_ui":"D011634","descriptor_name":"Public Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011634","descriptor_name":"Public Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011634","descriptor_name":"Public Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057285","descriptor_name":"Precision Medicine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061108","descriptor_name":"Social Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061108","descriptor_name":"Social Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061108","descriptor_name":"Social Media","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.1186/s12911-018-0719-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-018-0719-2","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-018-0719-2","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:30594159","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30594159","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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:UFDC:AA00065998_00001","is_oa":true,"landing_page_url":"http://ufdc.ufl.edu/AA00065998/00001","pdf_url":null,"source":{"id":"https://openalex.org/S4306400471","display_name":"University of Florida Digital Collections (University of Florida)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I33213144","host_organization_name":"University of Florida","host_organization_lineage":["https://openalex.org/I33213144"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"mixed material"},{"id":"pmh:oai:doaj.org/article:10f2fae766bf4a1fb219111df337ea92","is_oa":true,"landing_page_url":"https://doaj.org/article/10f2fae766bf4a1fb219111df337ea92","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 18, Iss 1, Pp 1-15 (2018)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:5294565","is_oa":true,"landing_page_url":"http://europepmc.org/pmc/articles/PMC6311005","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:6311005","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6311005","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"BMC Med Inform Decis Mak","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12911-018-0719-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-018-0719-2","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-018-0719-2","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"No poverty","id":"https://metadata.un.org/sdg/1","score":0.5299999713897705}],"awards":[{"id":"https://openalex.org/G1760461830","display_name":null,"funder_award_id":"H2020-PHC-2014 #634650","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"},{"id":"https://openalex.org/G3035549695","display_name":null,"funder_award_id":"CDRN-1501-26692","funder_id":"https://openalex.org/F4320308927","funder_display_name":"Patient-Centered Outcomes Research Institute"},{"id":"https://openalex.org/G3572224096","display_name":null,"funder_award_id":"CDRN-1501- 26692","funder_id":"https://openalex.org/F4320308927","funder_display_name":"Patient-Centered Outcomes Research Institute"},{"id":"https://openalex.org/G4251098122","display_name":null,"funder_award_id":"UL1TR001427","funder_id":"https://openalex.org/F4320337472","funder_display_name":"National Center for Advancing Translational Sciences"},{"id":"https://openalex.org/G7211153767","display_name":null,"funder_award_id":"UL1TR001427","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G7612683197","display_name":null,"funder_award_id":"UL1 TR001427","funder_id":"https://openalex.org/F4320337472","funder_display_name":"National Center for Advancing Translational Sciences"},{"id":"https://openalex.org/G7993709482","display_name":null,"funder_award_id":"4KB16","funder_id":"https://openalex.org/F4320309360","funder_display_name":"Florida Department of Health"},{"id":"https://openalex.org/G8778799187","display_name":"Virus discovery and epidemic tracing from high throughput metagenomic sequencing","funder_award_id":"634650","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320308927","display_name":"Patient-Centered Outcomes Research Institute","ror":"https://ror.org/014q65q44"},{"id":"https://openalex.org/F4320309360","display_name":"Florida Department of Health","ror":"https://ror.org/03e1xkn26"},{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320332162","display_name":"Centers for Disease Control and Prevention","ror":"https://ror.org/042twtr12"},{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320337472","display_name":"National Center for Advancing Translational Sciences","ror":"https://ror.org/04pw6fb54"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2906694199.pdf","grobid_xml":"https://content.openalex.org/works/W2906694199.grobid-xml"},"referenced_works_count":107,"referenced_works":["https://openalex.org/W34678172","https://openalex.org/W402335930","https://openalex.org/W1126991912","https://openalex.org/W1522850626","https://openalex.org/W1539046448","https://openalex.org/W1561135984","https://openalex.org/W1581514961","https://openalex.org/W1604202111","https://openalex.org/W1752064231","https://openalex.org/W1773864026","https://openalex.org/W1875061881","https://openalex.org/W1967438914","https://openalex.org/W1980991473","https://openalex.org/W1984926150","https://openalex.org/W1987521207","https://openalex.org/W2007486119","https://openalex.org/W2025349319","https://openalex.org/W2026359019","https://openalex.org/W2027595342","https://openalex.org/W2029538739","https://openalex.org/W2039928797","https://openalex.org/W2054719504","https://openalex.org/W2067982833","https://openalex.org/W2068181924","https://openalex.org/W2086632167","https://openalex.org/W2087591041","https://openalex.org/W2089379231","https://openalex.org/W2091314883","https://openalex.org/W2092190489","https://openalex.org/W2100133323","https://openalex.org/W2106036991","https://openalex.org/W2106100979","https://openalex.org/W2106620396","https://openalex.org/W2108882871","https://openalex.org/W2109583042","https://openalex.org/W2112257737","https://openalex.org/W2113123047","https://openalex.org/W2123199310","https://openalex.org/W2127264038","https://openalex.org/W2136493825","https://openalex.org/W2136819816","https://openalex.org/W2139244902","https://openalex.org/W2145695401","https://openalex.org/W2148582973","https://openalex.org/W2150765167","https://openalex.org/W2150771407","https://openalex.org/W2152340392","https://openalex.org/W2153751777","https://openalex.org/W2154051039","https://openalex.org/W2158612598","https://openalex.org/W2161549461","https://openalex.org/W2163741162","https://openalex.org/W2164516301","https://openalex.org/W2168355902","https://openalex.org/W2204154931","https://openalex.org/W2215335531","https://openalex.org/W2238104590","https://openalex.org/W2264481086","https://openalex.org/W2267666116","https://openalex.org/W2276270263","https://openalex.org/W2281754639","https://openalex.org/W2290189795","https://openalex.org/W2295512496","https://openalex.org/W2297410961","https://openalex.org/W2300698937","https://openalex.org/W2306458578","https://openalex.org/W2341630506","https://openalex.org/W2394669110","https://openalex.org/W2399947799","https://openalex.org/W2402116133","https://openalex.org/W2404901863","https://openalex.org/W2462955602","https://openalex.org/W2469986620","https://openalex.org/W2507805919","https://openalex.org/W2510625382","https://openalex.org/W2510718215","https://openalex.org/W2513928994","https://openalex.org/W2522710758","https://openalex.org/W2546836975","https://openalex.org/W2565653512","https://openalex.org/W2585888498","https://openalex.org/W2600144413","https://openalex.org/W2611138580","https://openalex.org/W2613203449","https://openalex.org/W2620485168","https://openalex.org/W2624701078","https://openalex.org/W2625625371","https://openalex.org/W2753878822","https://openalex.org/W2758561236","https://openalex.org/W2761067865","https://openalex.org/W2768319399","https://openalex.org/W2772094354","https://openalex.org/W2784499877","https://openalex.org/W2792553827","https://openalex.org/W2794403072","https://openalex.org/W2799695199","https://openalex.org/W2890545025","https://openalex.org/W2949539428","https://openalex.org/W2951286101","https://openalex.org/W2964006392","https://openalex.org/W2985962305","https://openalex.org/W3098949126","https://openalex.org/W3104523752","https://openalex.org/W3124634058","https://openalex.org/W4233056867","https://openalex.org/W4254943607","https://openalex.org/W4256338696"],"related_works":["https://openalex.org/W4322629366","https://openalex.org/W2808989540","https://openalex.org/W2397053934","https://openalex.org/W1039292361","https://openalex.org/W2731626691","https://openalex.org/W2551093110","https://openalex.org/W2148016376","https://openalex.org/W4237919137","https://openalex.org/W3184179822","https://openalex.org/W3095362084"],"abstract_inverted_index":{"BACKGROUND:":[0],"Nowadays,":[1],"trendy":[2],"research":[3,247],"in":[4],"biomedical":[5,125],"sciences":[6],"juxtaposes":[7],"the":[8,30,88,91,94,105,112,148,157,178,232,241,246],"term":[9],"'precision'":[10],"to":[11,44,53,64,111,131,168,215,249,254],"medicine":[12,81,223],"and":[13,24,32,82,93,107,121,146,180,208,224,235,252],"public":[14,84,225],"health":[15,51,85,118,226],"with":[16],"companion":[17],"words":[18],"like":[19],"big":[20],"data,":[21],"data":[22,142],"science,":[23],"deep":[25,151],"learning.":[26],"Technological":[27],"advancements":[28],"permit":[29],"collection":[31],"merging":[33],"of":[34,90,114,117,137,172,186,231,240],"large":[35,67],"heterogeneous":[36],"datasets":[37,68],"from":[38,41,49,123,245],"different":[39],"sources,":[40],"genome":[42],"sequences":[43],"social":[45],"media":[46],"posts":[47],"or":[48,189,213],"electronic":[50],"records":[52],"wearables.":[54],"Additionally,":[55],"complex":[56],"algorithms":[57],"supported":[58],"by":[59,164,201],"high-performance":[60],"computing":[61],"allow":[62],"one":[63],"transform":[65],"these":[66],"into":[69],"knowledge.":[70],"Despite":[71],"such":[72,205],"progress,":[73],"many":[74],"barriers":[75],"still":[76],"exist":[77],"against":[78],"achieving":[79],"precision":[80,83,222],"interventions":[86],"for":[87,183,221],"benefit":[89],"individual":[92,179],"population.":[95],"MAIN":[96],"BODY:":[97],"The":[98],"present":[99],"work":[100],"focuses":[101],"on":[102],"analyzing":[103],"both":[104],"technical":[106],"societal":[108],"hurdles":[109],"related":[110],"development":[113],"prediction":[115],"models":[116],"risks,":[119],"diagnoses":[120],"outcomes":[122],"integrated":[124],"databases.":[126],"Methodological":[127],"challenges":[128,167],"that":[129],"need":[130],"be":[132,199],"addressed":[133],"include":[134,170],"improving":[135],"semantics":[136],"study":[138,233],"designs:":[139],"medical":[140],"record":[141],"are":[143],"inherently":[144],"biased,":[145],"even":[147],"most":[149],"advanced":[150],"learning's":[152],"denoising":[153],"autoencoders":[154],"cannot":[155],"overcome":[156],"bias":[158],"if":[159],"not":[160,194],"handled":[161],"a":[162],"priori":[163],"design.":[165],"Societal":[166],"face":[169],"evaluation":[171],"ethically":[173],"actionable":[174],"risk":[175,192],"factors":[176],"at":[177],"population":[181],"level;":[182],"instance,":[184],"usage":[185],"gender,":[187],"race,":[188],"ethnicity":[190],"as":[191,195,206],"modifiers,":[193],"biological":[196],"variables,":[197],"could":[198],"replaced":[200],"modifiable":[202],"environmental":[203],"proxies":[204],"lifestyle":[207],"dietary":[209],"habits,":[210],"household":[211],"income,":[212],"access":[214],"educational":[216],"resources.":[217],"CONCLUSIONS:":[218],"Data":[219],"science":[220],"warrants":[227],"an":[228],"informatics-oriented":[229],"formalization":[230],"design":[234],"interoperability":[236],"throughout":[237],"all":[238],"levels":[239],"knowledge":[242],"inference":[243],"process,":[244],"semantics,":[248],"model":[250],"development,":[251],"ultimately":[253],"implementation.":[255]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":30},{"year":2024,"cited_by_count":27},{"year":2023,"cited_by_count":33},{"year":2022,"cited_by_count":25},{"year":2021,"cited_by_count":36},{"year":2020,"cited_by_count":37},{"year":2019,"cited_by_count":13}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}
