{"id":"https://openalex.org/W3213468765","doi":"https://doi.org/10.1109/tcbb.2021.3127017","title":"Predicting miRNA-Disease Association Based on Improved Graph Regression","display_name":"Predicting miRNA-Disease Association Based on Improved Graph Regression","publication_year":2021,"publication_date":"2021-11-10","ids":{"openalex":"https://openalex.org/W3213468765","doi":"https://doi.org/10.1109/tcbb.2021.3127017","mag":"3213468765","pmid":"https://pubmed.ncbi.nlm.nih.gov/34757912"},"language":"en","primary_location":{"id":"doi:10.1109/tcbb.2021.3127017","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcbb.2021.3127017","pdf_url":null,"source":{"id":"https://openalex.org/S36029991","display_name":"IEEE/ACM Transactions on Computational Biology and Bioinformatics","issn_l":"1545-5963","issn":["1545-5963","1557-9964","2374-0043"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE/ACM Transactions on Computational Biology and Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Lei Li","orcid":"https://orcid.org/0000-0003-0013-2735"},"institutions":[{"id":"https://openalex.org/I202126657","display_name":"Qufu Normal University","ror":"https://ror.org/03ceheh96","country_code":"CN","type":"education","lineage":["https://openalex.org/I202126657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Li","raw_affiliation_strings":["School of Cyber Science and Engineering, Qufu Normal University, Qufu, Shandong, China"],"raw_orcid":"https://orcid.org/0000-0003-0013-2735","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Qufu Normal University, Qufu, Shandong, China","institution_ids":["https://openalex.org/I202126657"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhen Gao","orcid":"https://orcid.org/0000-0001-7427-6032"},"institutions":[{"id":"https://openalex.org/I202126657","display_name":"Qufu Normal University","ror":"https://ror.org/03ceheh96","country_code":"CN","type":"education","lineage":["https://openalex.org/I202126657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Gao","raw_affiliation_strings":["School of Cyber Science and Engineering, Qufu Normal University, Qufu, Shandong, China"],"raw_orcid":"https://orcid.org/0000-0001-7427-6032","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Qufu Normal University, Qufu, Shandong, China","institution_ids":["https://openalex.org/I202126657"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chun-Hou Zheng","orcid":"https://orcid.org/0000-0002-2695-1926"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chun-Hou Zheng","raw_affiliation_strings":["School of Artifial Intelligence, Anhui University, Hefei, Anhui, China"],"raw_orcid":"https://orcid.org/0000-0002-2695-1926","affiliations":[{"raw_affiliation_string":"School of Artifial Intelligence, Anhui University, Hefei, Anhui, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Rong Qi","orcid":null},"institutions":[{"id":"https://openalex.org/I202126657","display_name":"Qufu Normal University","ror":"https://ror.org/03ceheh96","country_code":"CN","type":"education","lineage":["https://openalex.org/I202126657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rong Qi","raw_affiliation_strings":["School of Cyber Science and Engineering, Qufu Normal University, Qufu, Shandong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Qufu Normal University, Qufu, Shandong, China","institution_ids":["https://openalex.org/I202126657"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yu-Tian Wang","orcid":"https://orcid.org/0000-0002-8033-8727"},"institutions":[{"id":"https://openalex.org/I202126657","display_name":"Qufu Normal University","ror":"https://ror.org/03ceheh96","country_code":"CN","type":"education","lineage":["https://openalex.org/I202126657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu-Tian Wang","raw_affiliation_strings":["School of Cyber Science and Engineering, Qufu Normal University, Qufu, Shandong, China"],"raw_orcid":"https://orcid.org/0000-0002-8033-8727","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Qufu Normal University, Qufu, Shandong, China","institution_ids":["https://openalex.org/I202126657"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jian-Cheng Ni","orcid":"https://orcid.org/0000-0001-5667-9807"},"institutions":[{"id":"https://openalex.org/I202126657","display_name":"Qufu Normal University","ror":"https://ror.org/03ceheh96","country_code":"CN","type":"education","lineage":["https://openalex.org/I202126657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian-Cheng Ni","raw_affiliation_strings":["School of Cyber Science and Engineering, Qufu Normal University, Qufu, Shandong, China"],"raw_orcid":"https://orcid.org/0000-0001-5667-9807","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Qufu Normal University, Qufu, Shandong, China","institution_ids":["https://openalex.org/I202126657"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0884,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.40602732,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"19","issue":"6","first_page":"3604","last_page":"3613"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10062","display_name":"MicroRNA in disease regulation","score":0.9656000137329102,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"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/T10062","display_name":"MicroRNA in disease regulation","score":0.9656000137329102,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"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":0.002400000113993883,"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/T11297","display_name":"Ferroptosis and cancer prognosis","score":0.0015999999595806003,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/similarity","display_name":"Similarity (geometry)","score":0.6478999853134155},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.5878999829292297},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5490000247955322},{"id":"https://openalex.org/keywords/matrix-decomposition","display_name":"Matrix decomposition","score":0.5037999749183655},{"id":"https://openalex.org/keywords/semantic-similarity","display_name":"Semantic similarity","score":0.4323999881744385},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.4246000051498413},{"id":"https://openalex.org/keywords/linear-regression","display_name":"Linear regression","score":0.3246999979019165},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.321399986743927}],"concepts":[{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.6478999853134155},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.5878999829292297},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5490000247955322},{"id":"https://openalex.org/C42355184","wikidata":"https://www.wikidata.org/wiki/Q1361088","display_name":"Matrix decomposition","level":3,"score":0.5037999749183655},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4726000130176544},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.45399999618530273},{"id":"https://openalex.org/C130318100","wikidata":"https://www.wikidata.org/wiki/Q2268914","display_name":"Semantic similarity","level":2,"score":0.4323999881744385},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42669999599456787},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4246000051498413},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41600000858306885},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.3246999979019165},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.321399986743927},{"id":"https://openalex.org/C152671427","wikidata":"https://www.wikidata.org/wiki/Q10843505","display_name":"Non-negative matrix factorization","level":4,"score":0.31060001254081726},{"id":"https://openalex.org/C27181475","wikidata":"https://www.wikidata.org/wiki/Q541014","display_name":"Cross-validation","level":2,"score":0.2976999878883362},{"id":"https://openalex.org/C22354355","wikidata":"https://www.wikidata.org/wiki/Q422009","display_name":"Partial least squares regression","level":2,"score":0.29030001163482666},{"id":"https://openalex.org/C51167844","wikidata":"https://www.wikidata.org/wiki/Q4422623","display_name":"Latent variable","level":2,"score":0.2793000042438507},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.27880001068115234},{"id":"https://openalex.org/C74887250","wikidata":"https://www.wikidata.org/wiki/Q3455892","display_name":"Principal component regression","level":3,"score":0.2734000086784363},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.26930001378059387},{"id":"https://openalex.org/C170133592","wikidata":"https://www.wikidata.org/wiki/Q1806883","display_name":"Latent semantic analysis","level":2,"score":0.2687999904155731},{"id":"https://openalex.org/C201797286","wikidata":"https://www.wikidata.org/wiki/Q4914986","display_name":"Biological data","level":2,"score":0.2599000036716461},{"id":"https://openalex.org/C74197172","wikidata":"https://www.wikidata.org/wiki/Q1195339","display_name":"Directed acyclic graph","level":2,"score":0.2547000050544739}],"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":"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":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019540","descriptor_name":"Area Under Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020022","descriptor_name":"Genetic Predisposition to Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D020022","descriptor_name":"Genetic Predisposition to Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D020022","descriptor_name":"Genetic Predisposition to Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D035683","descriptor_name":"MicroRNAs","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D035683","descriptor_name":"MicroRNAs","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D035683","descriptor_name":"MicroRNAs","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D035683","descriptor_name":"MicroRNAs","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D035683","descriptor_name":"MicroRNAs","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D035683","descriptor_name":"MicroRNAs","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/tcbb.2021.3127017","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcbb.2021.3127017","pdf_url":null,"source":{"id":"https://openalex.org/S36029991","display_name":"IEEE/ACM Transactions on Computational Biology and Bioinformatics","issn_l":"1545-5963","issn":["1545-5963","1557-9964","2374-0043"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE/ACM Transactions on Computational Biology and Bioinformatics","raw_type":"journal-article"},{"id":"pmid:34757912","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34757912","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":"IEEE/ACM transactions on computational biology and bioinformatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G247010507","display_name":null,"funder_award_id":"61873001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5006237592","display_name":null,"funder_award_id":"U19A2064","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5363403600","display_name":null,"funder_award_id":"11701318","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G782064070","display_name":null,"funder_award_id":"ZR2020KC022","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G89280828","display_name":null,"funder_award_id":"MMC202006","funder_id":"https://openalex.org/F4320321435","funder_display_name":"Anhui University"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321435","display_name":"Anhui University","ror":"https://ror.org/05th6yx34"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":68,"referenced_works":["https://openalex.org/W14098964","https://openalex.org/W144423133","https://openalex.org/W1436642346","https://openalex.org/W1577392641","https://openalex.org/W1667789979","https://openalex.org/W1986418246","https://openalex.org/W1989454102","https://openalex.org/W2002995168","https://openalex.org/W2007279400","https://openalex.org/W2014946489","https://openalex.org/W2047967134","https://openalex.org/W2071773142","https://openalex.org/W2083045667","https://openalex.org/W2090335107","https://openalex.org/W2097180978","https://openalex.org/W2098318517","https://openalex.org/W2106029302","https://openalex.org/W2106787323","https://openalex.org/W2111112354","https://openalex.org/W2118814218","https://openalex.org/W2122211092","https://openalex.org/W2126619650","https://openalex.org/W2128768066","https://openalex.org/W2129158737","https://openalex.org/W2130335514","https://openalex.org/W2137999492","https://openalex.org/W2138664009","https://openalex.org/W2141222510","https://openalex.org/W2142937131","https://openalex.org/W2158135353","https://openalex.org/W2162674813","https://openalex.org/W2167012935","https://openalex.org/W2171232191","https://openalex.org/W2313125707","https://openalex.org/W2410390867","https://openalex.org/W2511620854","https://openalex.org/W2552285020","https://openalex.org/W2555259341","https://openalex.org/W2584926544","https://openalex.org/W2592189645","https://openalex.org/W2601934706","https://openalex.org/W2607159126","https://openalex.org/W2765950793","https://openalex.org/W2780584018","https://openalex.org/W2780777007","https://openalex.org/W2781702232","https://openalex.org/W2790406828","https://openalex.org/W2798045697","https://openalex.org/W2799307902","https://openalex.org/W2807490780","https://openalex.org/W2809363952","https://openalex.org/W2888358121","https://openalex.org/W2895927009","https://openalex.org/W2911910338","https://openalex.org/W2936144882","https://openalex.org/W2999336918","https://openalex.org/W3007819083","https://openalex.org/W3016873403","https://openalex.org/W3046022368","https://openalex.org/W3091383179","https://openalex.org/W3128906305","https://openalex.org/W3136834909","https://openalex.org/W3143789190","https://openalex.org/W3146565636","https://openalex.org/W4246271082","https://openalex.org/W4256413664","https://openalex.org/W6603694148","https://openalex.org/W6655994215"],"related_works":[],"abstract_inverted_index":{"Recently,":[0],"as":[1],"a":[2],"growing":[3],"number":[4],"of":[5,185],"associations":[6,41,194],"between":[7,42,63,195],"microRNAs":[8],"(miRNAs)":[9],"and":[10,27,44,65,90,94,108,121,148,155,175,197],"diseases":[11],"are":[12,19],"discovered,":[13],"researchers":[14],"gradually":[15],"realize":[16],"that":[17,189],"miRNAs":[18,43,64,196],"closely":[20],"related":[21,169],"to":[22,35,39,59,69,85,102,125,166,181],"several":[23],"complicated":[24],"biological":[25,78],"processes":[26],"human":[28],"diseases.":[29,45,66,198],"Hence,":[30],"it":[31],"is":[32],"especially":[33],"important":[34,168],"construct":[36],"availably":[37],"models":[38],"infer":[40],"In":[46,67],"this":[47],"study,":[48],"we":[49,80,113,131],"presented":[50],"Improved":[51],"Graph":[52],"Regression":[53],"for":[54],"miRNA-Disease":[55],"Association":[56],"Prediction":[57],"(IGRMDA)":[58],"observe":[60],"potential":[61,193],"relationship":[62],"order":[68],"reduce":[70],"the":[71,76,162,183],"inherent":[72],"noise":[73],"existing":[74,99],"in":[75,137,161],"acquired":[77],"datasets,":[79],"utilized":[81],"matrix":[82,153],"decomposition":[83],"algorithm":[84,136],"process":[86,165],"miRNA":[87,105,118,145],"functional":[88],"similarity":[89,93,100,106,110,119,123,146,150],"disease":[91,109,122,149],"semantic":[92],"then":[95],"combining":[96],"them":[97],"with":[98],"information":[101],"obtain":[103,167],"final":[104],"data":[107,120,124],"data.":[111],"Then,":[112],"applied":[114],"miRNA-disease":[115,142],"association":[116,143],"data,":[117],"form":[126],"corresponding":[127],"latent":[128,138],"spaces.":[129],"Furthermore,":[130],"performed":[132],"improved":[133],"graph":[134,163],"regression":[135,164],"spaces,":[139],"which":[140,187],"included":[141],"space,":[144],"space":[147],"space.":[151],"Non-negative":[152],"factorization":[154],"partial":[156],"least":[157],"squares":[158],"were":[159,178],"used":[160],"attributes.":[170],"The":[171],"cross":[172],"validation":[173],"experiments":[174],"case":[176],"studies":[177],"also":[179],"implemented":[180],"prove":[182],"effectiveness":[184],"IGRMDA,":[186],"showed":[188],"IGRMDA":[190],"could":[191],"predict":[192]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2021-11-22T00:00:00"}
