{"id":"https://openalex.org/W4389887972","doi":"https://doi.org/10.1109/jbhi.2023.3343911","title":"MOPDDI: Predicting Drug\u2013Drug Interaction Events Based on Multimodal Mutual Orthogonal Projection and Intermodal Consistency Loss","display_name":"MOPDDI: Predicting Drug\u2013Drug Interaction Events Based on Multimodal Mutual Orthogonal Projection and Intermodal Consistency Loss","publication_year":2023,"publication_date":"2023-12-18","ids":{"openalex":"https://openalex.org/W4389887972","doi":"https://doi.org/10.1109/jbhi.2023.3343911","pmid":"https://pubmed.ncbi.nlm.nih.gov/38109247"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2023.3343911","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3343911","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","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":"https://openalex.org/A5001781818","display_name":"Qi Xia","orcid":"https://orcid.org/0000-0002-0962-3808"},"institutions":[{"id":"https://openalex.org/I4210122543","display_name":"Guangdong Polytechnic Normal University","ror":"https://ror.org/02pcb5m77","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Xia","raw_affiliation_strings":["College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China","College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0002-0962-3808","affiliations":[{"raw_affiliation_string":"College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China","institution_ids":["https://openalex.org/I4210122543"]},{"raw_affiliation_string":"College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I4210122543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020975006","display_name":"Zhenghong Xiao","orcid":"https://orcid.org/0009-0004-4711-8011"},"institutions":[{"id":"https://openalex.org/I4210122543","display_name":"Guangdong Polytechnic Normal University","ror":"https://ror.org/02pcb5m77","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenghong Xiao","raw_affiliation_strings":["College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China","College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China","institution_ids":["https://openalex.org/I4210122543"]},{"raw_affiliation_string":"College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I4210122543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101724582","display_name":"Shaopeng Liu","orcid":"https://orcid.org/0000-0003-0539-083X"},"institutions":[{"id":"https://openalex.org/I4210122543","display_name":"Guangdong Polytechnic Normal University","ror":"https://ror.org/02pcb5m77","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaopeng Liu","raw_affiliation_strings":["College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China","College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0003-0539-083X","affiliations":[{"raw_affiliation_string":"College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China","institution_ids":["https://openalex.org/I4210122543"]},{"raw_affiliation_string":"College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I4210122543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103134187","display_name":"Jianhua Guo","orcid":"https://orcid.org/0000-0003-0328-4187"},"institutions":[{"id":"https://openalex.org/I4210122543","display_name":"Guangdong Polytechnic Normal University","ror":"https://ror.org/02pcb5m77","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianhua Guo","raw_affiliation_strings":["College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China","College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0003-0328-4187","affiliations":[{"raw_affiliation_string":"College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China","institution_ids":["https://openalex.org/I4210122543"]},{"raw_affiliation_string":"College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I4210122543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101807584","display_name":"Ying Zhou","orcid":"https://orcid.org/0000-0001-6089-3005"},"institutions":[{"id":"https://openalex.org/I158809036","display_name":"Shenzhen Institute of Information Technology","ror":"https://ror.org/03wrf9427","country_code":"CN","type":"education","lineage":["https://openalex.org/I158809036"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Zhou","raw_affiliation_strings":["School of Computer Science, Institute of Information Technology, Shenzhen, China","School of Computer Science, Institute of Information Technology, Shenzhen, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0001-6089-3005","affiliations":[{"raw_affiliation_string":"School of Computer Science, Institute of Information Technology, Shenzhen, China","institution_ids":["https://openalex.org/I158809036"]},{"raw_affiliation_string":"School of Computer Science, Institute of Information Technology, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I158809036"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050353120","display_name":"Wanlu Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210122543","display_name":"Guangdong Polytechnic Normal University","ror":"https://ror.org/02pcb5m77","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wanlu Hu","raw_affiliation_strings":["College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China","College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China","institution_ids":["https://openalex.org/I4210122543"]},{"raw_affiliation_string":"College of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, Guangdong, China","institution_ids":["https://openalex.org/I4210122543"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100693475","display_name":"Xu Lu","orcid":"https://orcid.org/0000-0002-6097-032X"},"institutions":[{"id":"https://openalex.org/I4210122543","display_name":"Guangdong Polytechnic Normal University","ror":"https://ror.org/02pcb5m77","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Lu","raw_affiliation_strings":["Guangdong Polytechnic Normal University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-6097-032X","affiliations":[{"raw_affiliation_string":"Guangdong Polytechnic Normal University, Guangzhou, China","institution_ids":["https://openalex.org/I4210122543"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3669,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.66614524,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"29","issue":"3","first_page":"1782","last_page":"1792"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.9998000264167786,"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":0.9998000264167786,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9879000186920166,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7622237801551819},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.7550418376922607},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.6931030750274658},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.6868879795074463},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.6207801103591919},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.528005838394165},{"id":"https://openalex.org/keywords/mutual-information","display_name":"Mutual information","score":0.522692084312439},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.500044584274292},{"id":"https://openalex.org/keywords/drug","display_name":"Drug","score":0.4318612217903137},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4314798414707184},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41070249676704407},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36961835622787476},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2358171045780182},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.0695958137512207}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7622237801551819},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.7550418376922607},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.6931030750274658},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.6868879795074463},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.6207801103591919},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.528005838394165},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.522692084312439},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.500044584274292},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.4318612217903137},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4314798414707184},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41070249676704407},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36961835622787476},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2358171045780182},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0695958137512207},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","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":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":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":"D004347","descriptor_name":"Drug Interactions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004347","descriptor_name":"Drug Interactions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004347","descriptor_name":"Drug Interactions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004347","descriptor_name":"Drug Interactions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004347","descriptor_name":"Drug Interactions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004347","descriptor_name":"Drug Interactions","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":"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":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2023.3343911","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3343911","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:38109247","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38109247","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 journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1018047830","https://openalex.org/W1979845492","https://openalex.org/W1988037271","https://openalex.org/W1992746042","https://openalex.org/W2018518196","https://openalex.org/W2091439417","https://openalex.org/W2096733369","https://openalex.org/W2106417713","https://openalex.org/W2109482131","https://openalex.org/W2135037015","https://openalex.org/W2153972688","https://openalex.org/W2170189740","https://openalex.org/W2200548835","https://openalex.org/W2301396653","https://openalex.org/W2469049024","https://openalex.org/W2485374661","https://openalex.org/W2570516417","https://openalex.org/W2571868483","https://openalex.org/W2608081584","https://openalex.org/W2625343706","https://openalex.org/W2786016794","https://openalex.org/W2798133167","https://openalex.org/W2799720196","https://openalex.org/W2802200505","https://openalex.org/W2811036446","https://openalex.org/W2900758217","https://openalex.org/W2945591540","https://openalex.org/W2946438679","https://openalex.org/W2962876161","https://openalex.org/W2963997278","https://openalex.org/W2964465226","https://openalex.org/W2965042294","https://openalex.org/W2965993245","https://openalex.org/W2977707586","https://openalex.org/W2997021962","https://openalex.org/W3005363097","https://openalex.org/W3024894285","https://openalex.org/W3025569729","https://openalex.org/W3032897120","https://openalex.org/W3034369844","https://openalex.org/W3035011799","https://openalex.org/W3188887004","https://openalex.org/W3205082786","https://openalex.org/W4200351086","https://openalex.org/W4220967131","https://openalex.org/W4298255586","https://openalex.org/W4379967792"],"related_works":["https://openalex.org/W73545470","https://openalex.org/W4224266612","https://openalex.org/W2383394264","https://openalex.org/W4320153225","https://openalex.org/W4293261942","https://openalex.org/W3125968744","https://openalex.org/W2004831463","https://openalex.org/W2167701463","https://openalex.org/W2110287964","https://openalex.org/W4307407935"],"abstract_inverted_index":{"Predicting":[0],"accurately":[1,166],"the":[2,38,44,51,56,87,111,118,142,160],"mechanisms":[3],"of":[4,40,47,59,89,121,136,165],"drug-drug":[5],"interaction":[6,71],"(DDI)":[7],"events":[8,22],"is":[9,146,163],"crucial":[10],"in":[11,55],"drug":[12,49,61,70],"research":[13],"and":[14,29,50,80,116,138],"development.":[15],"Existing":[16],"methods":[17],"used":[18],"to":[19],"predict":[20],"these":[21],"are":[23],"primarily":[24],"based":[25,74],"on":[26,75],"deep":[27],"learning":[28],"have":[30],"achieved":[31],"satisfactory":[32],"results.":[33],"However,":[34],"they":[35],"rarely":[36],"consider":[37],"presence":[39],"redundant":[41,101],"co-information":[42],"between":[43,114],"multimodal":[45,76,94],"data":[46],"a":[48,66,93,133],"need":[52],"for":[53,69,148],"consistency":[54,82,112],"predicted":[57,119],"features":[58,88,120],"each":[60,90,122],"modality.":[62],"Herein,":[63],"we":[64,109],"propose":[65],"new":[67],"method":[68,85,131,152,162],"event":[72],"prediction":[73,134],"mutual":[77,95],"orthogonal":[78,96],"projection":[79,97],"intermodal":[81],"loss.":[83],"Our":[84],"obtains":[86],"modality":[91,123],"through":[92],"module,":[98],"which":[99],"eliminates":[100],"common":[102],"information":[103],"with":[104],"other":[105],"modalities.":[106],"In":[107,126],"addition,":[108],"use":[110],"loss":[113],"modalities":[115],"make":[117],"more":[124],"similar.":[125],"comparative":[127],"experiments,":[128],"our":[129],"proposed":[130,161],"achieves":[132],"accuracy":[135],"0.9500,":[137],"an":[139],"area":[140],"under":[141],"precision-recall":[143],"(AUPR)":[144],"curve":[145],"0.9833":[147],"known":[149],"DDIs.":[150,168],"This":[151],"outperforms":[153],"existing":[154],"methods.":[155],"The":[156],"results":[157],"show":[158],"that":[159],"capable":[164],"predicting":[167]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-27T08:28:00.272161","created_date":"2025-10-10T00:00:00"}