{"id":"https://openalex.org/W4282596589","doi":"https://doi.org/10.3390/math10121994","title":"Explainable Machine Learning for Longitudinal Multi-Omic Microbiome","display_name":"Explainable Machine Learning for Longitudinal Multi-Omic Microbiome","publication_year":2022,"publication_date":"2022-06-09","ids":{"openalex":"https://openalex.org/W4282596589","doi":"https://doi.org/10.3390/math10121994"},"language":"en","primary_location":{"id":"doi:10.3390/math10121994","doi":"https://doi.org/10.3390/math10121994","is_oa":true,"landing_page_url":"https://doi.org/10.3390/math10121994","pdf_url":"https://www.mdpi.com/2227-7390/10/12/1994/pdf?version=1654764227","source":{"id":"https://openalex.org/S4210192031","display_name":"Mathematics","issn_l":"2227-7390","issn":["2227-7390"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2227-7390/10/12/1994/pdf?version=1654764227","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033202740","display_name":"Paula Laccourreye","orcid":"https://orcid.org/0000-0002-2987-9974","observed_orcids":["https://orcid.org/0000-0002-2987-9974"]},"institutions":[{"id":"https://openalex.org/I4210092551","display_name":"Vicomtech","ror":"https://ror.org/0023sah13","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210092551"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Paula Laccourreye","raw_affiliation_strings":["Digital Health & Biomedical Technologies, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), 20009 Donostia-San Sebasti\u00e1n, Spain"],"raw_orcid":"https://orcid.org/0000-0002-2987-9974","affiliations":[{"raw_affiliation_string":"Digital Health & Biomedical Technologies, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), 20009 Donostia-San Sebasti\u00e1n, Spain","institution_ids":["https://openalex.org/I4210092551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010920098","display_name":"Concha Bielza","orcid":"https://orcid.org/0000-0001-7109-2668","observed_orcids":["https://orcid.org/0000-0001-7109-2668"]},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Concha Bielza","raw_affiliation_strings":["Artificial Intelligence Department, Universidad Polit\u00e9cnica de Madrid, 28660 Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Department, Universidad Polit\u00e9cnica de Madrid, 28660 Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049812833","display_name":"Pedro Larra\u00f1aga","orcid":"https://orcid.org/0000-0003-0652-9872","observed_orcids":["https://orcid.org/0000-0003-0652-9872","https://orcid.org/0000-0002-1885-4501"]},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pedro Larra\u00f1aga","raw_affiliation_strings":["Artificial Intelligence Department, Universidad Polit\u00e9cnica de Madrid, 28660 Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Department, Universidad Polit\u00e9cnica de Madrid, 28660 Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5033202740"],"corresponding_institution_ids":["https://openalex.org/I4210092551"],"apc_list":{"value":1800,"currency":"CHF","value_usd":1885},"apc_paid":{"value":1800,"currency":"CHF","value_usd":1885},"fwci":0.6571,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.58677856,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"10","issue":"12","first_page":"1994","last_page":"1994"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10066","display_name":"Gut microbiota and health","score":0.9951000213623047,"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"}},"topics":[{"id":"https://openalex.org/T10066","display_name":"Gut microbiota and health","score":0.9951000213623047,"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.00039999998989515007,"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/T10257","display_name":"Oral microbiology and periodontitis research","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/3506","display_name":"Periodontics"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/explainable-machine-learning","display_name":"explainable machine learning","score":0.9279999732971191},{"id":"https://openalex.org/keywords/dynamic-bayesian-networks","display_name":"dynamic Bayesian networks","score":0.8180000185966492},{"id":"https://openalex.org/keywords/gut-microbiota","display_name":"gut microbiota","score":0.8450000286102295},{"id":"https://openalex.org/keywords/metagenomics","display_name":"metagenomics","score":0.9179999828338623},{"id":"https://openalex.org/keywords/metatranscriptomics","display_name":"metatranscriptomics","score":1.0},{"id":"https://openalex.org/keywords/metabolomics","display_name":"metabolomics","score":0.996999979019165},{"id":"https://openalex.org/keywords/inflammatory-bowel-disease","display_name":"inflammatory bowel disease","score":0.9470000267028809},{"id":"https://openalex.org/keywords/dysbiosis","display_name":"dysbiosis","score":0.9100000262260437},{"id":"https://openalex.org/keywords/human-microbiome-project","display_name":"Human Microbiome Project","score":0.7739999890327454},{"id":"https://openalex.org/keywords/biomarker-discovery","display_name":"biomarker discovery","score":0.6480000019073486},{"id":"https://openalex.org/keywords/precision-medicine","display_name":"precision medicine","score":0.6669999957084656}],"concepts":[{"id":"https://openalex.org/C190944805","wikidata":"https://www.wikidata.org/wiki/Q3922751","display_name":"Human Microbiome Project","level":4,"score":0.7688953876495361},{"id":"https://openalex.org/C143121216","wikidata":"https://www.wikidata.org/wiki/Q1330402","display_name":"Microbiome","level":2,"score":0.7406855225563049},{"id":"https://openalex.org/C15151743","wikidata":"https://www.wikidata.org/wiki/Q903778","display_name":"Metagenomics","level":3,"score":0.6743994355201721},{"id":"https://openalex.org/C91478284","wikidata":"https://www.wikidata.org/wiki/Q6623796","display_name":"Human microbiome","level":3,"score":0.5370975732803345},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5327584743499756},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.501903772354126},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4750547409057617},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.470462441444397},{"id":"https://openalex.org/C2777165150","wikidata":"https://www.wikidata.org/wiki/Q269334","display_name":"Dysbiosis","level":3,"score":0.4674443006515503},{"id":"https://openalex.org/C539455810","wikidata":"https://www.wikidata.org/wiki/Q739734","display_name":"Gut flora","level":2,"score":0.4515407085418701},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4292324185371399},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.3827574849128723},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3592342138290405},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.3339337110519409},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18266674876213074},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.10803380608558655},{"id":"https://openalex.org/C203014093","wikidata":"https://www.wikidata.org/wiki/Q101929","display_name":"Immunology","level":1,"score":0.10786855220794678},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.3390/math10121994","doi":"https://doi.org/10.3390/math10121994","is_oa":true,"landing_page_url":"https://doi.org/10.3390/math10121994","pdf_url":"https://www.mdpi.com/2227-7390/10/12/1994/pdf?version=1654764227","source":{"id":"https://openalex.org/S4210192031","display_name":"Mathematics","issn_l":"2227-7390","issn":["2227-7390"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematics","raw_type":"journal-article"},{"id":"pmh:oai:hispana.mcu.es:61123181","doi":null,"is_oa":true,"landing_page_url":"https://oa.upm.es/81412/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196108","display_name":"Hispana","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Mathematics, ISSN 2227-7390, 2022-06, Vol. 10, No. 12","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:RePEc:gam:jmathe:v:10:y:2022:i:12:p:1994-:d:834842","doi":null,"is_oa":false,"landing_page_url":"https://www.mdpi.com/2227-7390/10/12/1994/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:151e9396487c46219e6fcac44f36077a","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/151e9396487c46219e6fcac44f36077a","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,"listed_in":[],"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":"Mathematics, Vol 10, Iss 12, p 1994 (2022)","raw_type":"article"},{"id":"pmh:oai:hispana.mcu.es:61135005","doi":null,"is_oa":true,"landing_page_url":"https://oa.upm.es/68639/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196108","display_name":"Hispana","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/masterThesis"},{"id":"pmh:oai:oa.upm.es:68639","doi":null,"is_oa":true,"landing_page_url":"https://oa.upm.es/68639/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402421","display_name":"Archivo Digital UPM (Universidad Polit\u00e9cnica de Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I88060688","host_organization_name":"Universidad Polit\u00e9cnica de Madrid","host_organization_lineage":["https://openalex.org/I88060688"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/masterThesis"},{"id":"pmh:oai:oa.upm.es:81412","doi":null,"is_oa":true,"landing_page_url":"https://oa.upm.es/81412/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402421","display_name":"Archivo Digital UPM (Universidad Polit\u00e9cnica de Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I88060688","host_organization_name":"Universidad Polit\u00e9cnica de Madrid","host_organization_lineage":["https://openalex.org/I88060688"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mathematics, ISSN 2227-7390, 2022-06, Vol. 10, No. 12","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/math10121994","doi":"https://doi.org/10.3390/math10121994","is_oa":true,"landing_page_url":"https://doi.org/10.3390/math10121994","pdf_url":"https://www.mdpi.com/2227-7390/10/12/1994/pdf?version=1654764227","source":{"id":"https://openalex.org/S4210192031","display_name":"Mathematics","issn_l":"2227-7390","issn":["2227-7390"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.8048999905586243,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G2759315729","display_name":null,"funder_award_id":"PID2019-109247GB-I00","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G3690828678","display_name":null,"funder_award_id":"PID2019","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320309764","display_name":"Fundaci\u00f3n BBVA","ror":"https://ror.org/01jzs3b90"},{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":null},{"id":"https://openalex.org/F4320323113","display_name":"Banco Bilbao Vizcaya Argentaria","ror":"https://ror.org/0537dnd74"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4282596589.pdf","grobid_xml":"https://content.openalex.org/works/W4282596589.grobid-xml"},"referenced_works_count":84,"referenced_works":["https://openalex.org/W235870986","https://openalex.org/W626513392","https://openalex.org/W1517993545","https://openalex.org/W1533520568","https://openalex.org/W1561981064","https://openalex.org/W1581963595","https://openalex.org/W1811186957","https://openalex.org/W1968917379","https://openalex.org/W1999432334","https://openalex.org/W2008906462","https://openalex.org/W2010916289","https://openalex.org/W2013371150","https://openalex.org/W2020294948","https://openalex.org/W2024060531","https://openalex.org/W2026006003","https://openalex.org/W2026537169","https://openalex.org/W2042863127","https://openalex.org/W2054658115","https://openalex.org/W2071841602","https://openalex.org/W2101460669","https://openalex.org/W2115428292","https://openalex.org/W2115557670","https://openalex.org/W2116064335","https://openalex.org/W2117625122","https://openalex.org/W2119387367","https://openalex.org/W2122028584","https://openalex.org/W2128088446","https://openalex.org/W2130725058","https://openalex.org/W2131186249","https://openalex.org/W2135785255","https://openalex.org/W2144464830","https://openalex.org/W2149407554","https://openalex.org/W2151714071","https://openalex.org/W2159675211","https://openalex.org/W2161642932","https://openalex.org/W2163296115","https://openalex.org/W2165190832","https://openalex.org/W2225659342","https://openalex.org/W2259238261","https://openalex.org/W2270657913","https://openalex.org/W2343597029","https://openalex.org/W2413154614","https://openalex.org/W2506440769","https://openalex.org/W2520355709","https://openalex.org/W2528491735","https://openalex.org/W2611322224","https://openalex.org/W2769542288","https://openalex.org/W2888879235","https://openalex.org/W2889311756","https://openalex.org/W2890067470","https://openalex.org/W2904250115","https://openalex.org/W2911884040","https://openalex.org/W2927453907","https://openalex.org/W2947189704","https://openalex.org/W2949847103","https://openalex.org/W2951888555","https://openalex.org/W2952261006","https://openalex.org/W2954590327","https://openalex.org/W2981731882","https://openalex.org/W2987866500","https://openalex.org/W3007531403","https://openalex.org/W3011129791","https://openalex.org/W3011527816","https://openalex.org/W3016306235","https://openalex.org/W3020913839","https://openalex.org/W3026296114","https://openalex.org/W3040925197","https://openalex.org/W3042582611","https://openalex.org/W3044970847","https://openalex.org/W3046420150","https://openalex.org/W3084404023","https://openalex.org/W3094313667","https://openalex.org/W3097807397","https://openalex.org/W3113676774","https://openalex.org/W3133340472","https://openalex.org/W3135687130","https://openalex.org/W3141185229","https://openalex.org/W3161208929","https://openalex.org/W3171259862","https://openalex.org/W3173192496","https://openalex.org/W4292919149","https://openalex.org/W4302423442","https://openalex.org/W4399591428","https://openalex.org/W6634071051"],"related_works":["https://openalex.org/W2952261006","https://openalex.org/W4403623074","https://openalex.org/W7171545482","https://openalex.org/W3141185229","https://openalex.org/W7133955072","https://openalex.org/W6987143073","https://openalex.org/W3037893504","https://openalex.org/W7161834409","https://openalex.org/W7125481263","https://openalex.org/W3183645754"],"abstract_inverted_index":{"Over":[0],"the":[1,13,17,29,49,51,61,79,87,93,101,109,113,147,183,186,215],"years,":[2],"research":[3],"studies":[4],"have":[5,45],"shown":[6],"there":[7],"is":[8],"a":[9,127,174,198,210],"key":[10],"connection":[11],"between":[12,76,92,119],"microbial":[14,62],"community":[15,63],"in":[16,78,197],"gut,":[18],"genes,":[19,191],"and":[20,54,74,96,98,116,122,137,142,221],"immune":[21],"system.":[22],"Understanding":[23],"this":[24],"association":[25],"may":[26],"help":[27,70,181],"discover":[28],"cause":[30],"of":[31,56,90,103,112,129,217],"complex":[32],"chronic":[33],"idiopathic":[34],"disorders":[35],"such":[36],"as":[37,173,209],"inflammatory":[38,166],"bowel":[39,167],"disease.":[40],"Even":[41],"though":[42],"important":[43,72],"efforts":[44],"been":[46],"put":[47],"into":[48],"field,":[50],"functions,":[52],"dynamics,":[53],"causation":[55],"dysbiosis":[57],"state":[58],"performed":[59],"by":[60],"remains":[64],"unclear.":[65],"Machine":[66],"learning":[67],"models":[68,156,179],"can":[69,207],"elucidate":[71],"connections":[73],"relationships":[75,118],"microbes":[77],"human":[80,94],"host.":[81],"Our":[82],"study":[83,152],"aims":[84],"to":[85,107,132,180,213],"extend":[86],"current":[88],"knowledge":[89],"associations":[91],"microbiome":[95],"health":[97],"disease":[99,168],"through":[100],"application":[102],"dynamic":[104,117],"Bayesian":[105,171],"networks":[106,172],"describe":[108],"temporal":[110],"variation":[111],"gut":[114],"microbiota":[115],"taxonomic":[120],"entities":[121,189],"clinical":[123],"variables.":[124],"We":[125],"develop":[126],"set":[128],"preprocessing":[130],"steps":[131],"clean,":[133],"filter,":[134],"select,":[135],"integrate,":[136],"model":[138],"informative":[139],"metagenomics,":[140],"metatranscriptomics,":[141],"metabolomics":[143],"longitudinal":[144],"data":[145],"from":[146],"Human":[148],"Microbiome":[149],"Project.":[150],"This":[151],"accomplishes":[153],"novel":[154,218],"network":[155],"with":[157,194],"satisfactory":[158],"predictive":[159],"performance":[160],"(accuracy":[161],"=":[162],"0.648)":[163],"for":[164,176,224],"each":[165,195],"state,":[169],"validating":[170],"framework":[175],"developing":[177],"interpretable":[178],"understand":[182],"basic":[184],"ways":[185],"different":[187],"biological":[188],"(taxa,":[190],"metabolites)":[192],"interact":[193],"other":[196],"given":[199],"environment":[200],"(human":[201],"gut)":[202],"over":[203],"time.":[204],"These":[205],"findings":[206],"serve":[208],"starting":[211],"point":[212],"advance":[214],"discovery":[216],"therapeutic":[219],"approaches":[220],"new":[222],"biomarkers":[223],"precision":[225],"medicine.":[226]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":2}],"updated_date":"2026-11-06T12:05:46.655746","created_date":"2022-06-14T00:00:00"}
