{"id":"https://openalex.org/W4391967190","doi":"https://doi.org/10.1186/s12859-024-05705-w","title":"Fusing graph transformer with multi-aggregate GCN for enhanced drug\u2013disease associations prediction","display_name":"Fusing graph transformer with multi-aggregate GCN for enhanced drug\u2013disease associations prediction","publication_year":2024,"publication_date":"2024-02-20","ids":{"openalex":"https://openalex.org/W4391967190","doi":"https://doi.org/10.1186/s12859-024-05705-w","pmid":"https://pubmed.ncbi.nlm.nih.gov/38378479"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-024-05705-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-024-05705-w","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-05705-w","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"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 Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-05705-w","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101083975","display_name":"Shihui He","orcid":null},"institutions":[{"id":"https://openalex.org/I120825670","display_name":"Yunnan Normal University","ror":"https://ror.org/00sc9n023","country_code":"CN","type":"education","lineage":["https://openalex.org/I120825670"]},{"id":"https://openalex.org/I4210111869","display_name":"Control Vision (United States)","ror":"https://ror.org/01axmz803","country_code":"US","type":"company","lineage":["https://openalex.org/I4210111869"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Shihui He","raw_affiliation_strings":["Engineering Research Center of Computer Vision and Intelligent Control Technology, Department of Education, Kunming, 650500, China","School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Research Center of Computer Vision and Intelligent Control Technology, Department of Education, Kunming, 650500, China","institution_ids":["https://openalex.org/I4210111869"]},{"raw_affiliation_string":"School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China","institution_ids":["https://openalex.org/I120825670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016289085","display_name":"Lijun Yun","orcid":"https://orcid.org/0000-0003-1780-9650"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]},{"id":"https://openalex.org/I120825670","display_name":"Yunnan Normal University","ror":"https://ror.org/00sc9n023","country_code":"CN","type":"education","lineage":["https://openalex.org/I120825670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijun Yun","raw_affiliation_strings":["Engineering Research Center of Computer Vision and Intelligent Control Technology, Department of Education, Kunming, 650500, China. yunlijun@ynnu.edu.cn","School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China. yunlijun@ynnu.edu.cn","School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Research Center of Computer Vision and Intelligent Control Technology, Department of Education, Kunming, 650500, China. yunlijun@ynnu.edu.cn","institution_ids":["https://openalex.org/I10660446"]},{"raw_affiliation_string":"School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China. yunlijun@ynnu.edu.cn","institution_ids":["https://openalex.org/I120825670"]},{"raw_affiliation_string":"School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China","institution_ids":["https://openalex.org/I120825670"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102010573","display_name":"Hai-Cheng Yi","orcid":"https://orcid.org/0000-0001-8339-396X"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haicheng Yi","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi'an, 710129, China. haichengyi@gmail.com","School of Computer Science, Northwestern Polytechnical University, Xi'an, 710129, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi'an, 710129, China. haichengyi@gmail.com","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi'an, 710129, China","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5102010573"],"corresponding_institution_ids":["https://openalex.org/I17145004"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":5.9696,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.96714643,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"25","issue":"1","first_page":"79","last_page":"79"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.2799000144004822,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10211","display_name":"Computational Drug Discovery Methods","score":0.2799000144004822,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.2689000070095062,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.2434999942779541,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6698654890060425},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5274567604064941},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.4435792565345764},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43222275376319885},{"id":"https://openalex.org/keywords/drug","display_name":"Drug","score":0.4204011559486389},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.387307345867157},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3512552082538605},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3053668737411499},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.13222536444664001},{"id":"https://openalex.org/keywords/pharmacology","display_name":"Pharmacology","score":0.0929938554763794}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6698654890060425},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5274567604064941},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4435792565345764},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43222275376319885},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.4204011559486389},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.387307345867157},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3512552082538605},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3053668737411499},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.13222536444664001},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.0929938554763794}],"mesh":[{"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":"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":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011211","descriptor_name":"Electric Power Supplies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011211","descriptor_name":"Electric Power Supplies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011211","descriptor_name":"Electric Power Supplies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011211","descriptor_name":"Electric Power Supplies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011211","descriptor_name":"Electric Power Supplies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035843","descriptor_name":"Biomedical Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D035843","descriptor_name":"Biomedical Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D035843","descriptor_name":"Biomedical Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D035843","descriptor_name":"Biomedical Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D035843","descriptor_name":"Biomedical Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D058492","descriptor_name":"Drug Repositioning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058492","descriptor_name":"Drug Repositioning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058492","descriptor_name":"Drug Repositioning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058492","descriptor_name":"Drug Repositioning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D058492","descriptor_name":"Drug Repositioning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D064420","descriptor_name":"Drug-Related Side Effects and Adverse Reactions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D064420","descriptor_name":"Drug-Related Side Effects and Adverse Reactions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D064420","descriptor_name":"Drug-Related Side Effects and Adverse Reactions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D064420","descriptor_name":"Drug-Related Side Effects and Adverse Reactions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D064420","descriptor_name":"Drug-Related Side Effects and Adverse Reactions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12859-024-05705-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-024-05705-w","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-05705-w","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"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 Bioinformatics","raw_type":"journal-article"},{"id":"pmid:38378479","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38378479","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 bioinformatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10877759","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10877759","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10877759/pdf/12859_2024_Article_5705.pdf","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 Bioinformatics","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:7fd20ccd36d246e09e6c032fe82c10de","is_oa":true,"landing_page_url":"https://doaj.org/article/7fd20ccd36d246e09e6c032fe82c10de","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 Bioinformatics, Vol 25, Iss 1, Pp 1-18 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12859-024-05705-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-024-05705-w","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-024-05705-w","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"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 Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1155641646","display_name":null,"funder_award_id":"D5000230193","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391967190.pdf"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1737223868","https://openalex.org/W1968217711","https://openalex.org/W2031954078","https://openalex.org/W2119412782","https://openalex.org/W2155157373","https://openalex.org/W2170146596","https://openalex.org/W2259538443","https://openalex.org/W2346950316","https://openalex.org/W2473876819","https://openalex.org/W2579434750","https://openalex.org/W2605350416","https://openalex.org/W2772618228","https://openalex.org/W2790385355","https://openalex.org/W2799488589","https://openalex.org/W2805643613","https://openalex.org/W2809156537","https://openalex.org/W2809418595","https://openalex.org/W2901411193","https://openalex.org/W2912204568","https://openalex.org/W2933068012","https://openalex.org/W2962398326","https://openalex.org/W2963066159","https://openalex.org/W2998702685","https://openalex.org/W3000082418","https://openalex.org/W3016077459","https://openalex.org/W3024906290","https://openalex.org/W3044334750","https://openalex.org/W3083421733","https://openalex.org/W3084482269","https://openalex.org/W3093030756","https://openalex.org/W3198205651","https://openalex.org/W4206547282","https://openalex.org/W4206923665","https://openalex.org/W4248234957","https://openalex.org/W4296639080","https://openalex.org/W4309842604","https://openalex.org/W4388878502","https://openalex.org/W6767098714","https://openalex.org/W6851816929"],"related_works":["https://openalex.org/W4206379684","https://openalex.org/W2366105490","https://openalex.org/W2580680567","https://openalex.org/W2961085424","https://openalex.org/W4285170202","https://openalex.org/W114270996","https://openalex.org/W4249200654","https://openalex.org/W4285218279","https://openalex.org/W4386136067","https://openalex.org/W4286858940"],"abstract_inverted_index":{"BACKGROUND:":[0],"Identification":[1],"of":[2,12,21,67,117,129,198],"potential":[3,28,69],"drug-disease":[4,106,213],"associations":[5],"is":[6,34,217],"important":[7],"for":[8,15,18,36,88,105,219],"both":[9],"the":[10,19,27,53,65,115,124,194,199],"discovery":[11],"new":[13],"indications":[14],"drugs":[16,31,56,72],"and":[17,32,40,57,73,93,126,137,152,164,196,222],"reduction":[20],"unknown":[22],"adverse":[23],"drug":[24,220,223],"reactions.":[25],"Exploring":[26],"links":[29],"between":[30,55,71],"diseases":[33,74],"crucial":[35],"advancing":[37],"biomedical":[38],"research":[39,60],"improving":[41],"healthcare.":[42],"While":[43],"advanced":[44],"computational":[45],"techniques":[46],"play":[47],"a":[48,85,118,133,138],"vital":[49],"role":[50],"in":[51,64,144,170,211],"revealing":[52],"connections":[54],"diseases,":[58],"current":[59],"still":[61],"faces":[62],"challenges":[63],"process":[66],"mining":[68],"relationships":[70],"using":[75],"heterogeneous":[76,157],"network":[77,97,136,163],"data.":[78],"RESULTS:":[79],"In":[80],"this":[81],"study,":[82],"we":[83],"propose":[84],"learning":[86],"framework":[87],"fusing":[89],"Graph":[90],"Transformer":[91],"Networks":[92],"multi-aggregate":[94],"graph":[95,103,120,134,139,161,165],"convolutional":[96,135,162],"to":[98,155,177],"learn":[99],"efficient":[100],"heterogenous":[101],"information":[102,158,179],"representations":[104],"association":[107,214],"prediction,":[108,215],"termed":[109],"WMAGT.":[110],"This":[111],"method":[112],"extensively":[113],"harnesses":[114],"capabilities":[116],"robust":[119],"transformer,":[121],"effectively":[122],"modeling":[123],"local":[125],"global":[127],"interactions":[128],"nodes":[130],"by":[131],"integrating":[132],"transformer":[140,166],"with":[141,172],"self-attention":[142],"mechanisms":[143],"its":[145],"encoder.":[146],"We":[147],"first":[148],"integrate":[149,178],"drug-drug,":[150],"drug-disease,":[151],"disease-disease":[153],"networks":[154],"construct":[156],"graph.":[159],"Multi-aggregate":[160],"are":[167],"then":[168],"used":[169],"conjunction":[171],"neural":[173],"collaborative":[174],"filtering":[175],"module":[176],"from":[180],"different":[181],"domains":[182],"into":[183],"highly":[184],"effective":[185],"feature":[186],"representation.":[187],"CONCLUSIONS:":[188],"Rigorous":[189],"cross-validation,":[190],"ablation":[191],"studies":[192],"examined":[193],"robustness":[195],"effectiveness":[197],"proposed":[200],"method.":[201],"Experimental":[202],"results":[203],"demonstrate":[204],"that":[205],"WMAGT":[206],"outperforms":[207],"other":[208],"state-of-the-art":[209],"methods":[210],"accurate":[212],"which":[216],"beneficial":[218],"repositioning":[221],"safety":[224],"research.":[225]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
