{"id":"https://openalex.org/W4214497419","doi":"https://doi.org/10.1109/msp.2021.3128348","title":"Deep Learning in Neuroimaging: Promises and challenges","display_name":"Deep Learning in Neuroimaging: Promises and challenges","publication_year":2022,"publication_date":"2022-02-24","ids":{"openalex":"https://openalex.org/W4214497419","doi":"https://doi.org/10.1109/msp.2021.3128348"},"language":"en","primary_location":{"id":"doi:10.1109/msp.2021.3128348","is_oa":false,"landing_page_url":"https://doi.org/10.1109/msp.2021.3128348","pdf_url":null,"source":{"id":"https://openalex.org/S120977877","display_name":"IEEE Signal Processing Magazine","issn_l":"1053-5888","issn":["1053-5888","1558-0792"],"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 Signal Processing Magazine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"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/A5060548034","display_name":"Weizheng Yan","orcid":"https://orcid.org/0000-0002-0885-5631"},"institutions":[{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]},{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]},{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Weizheng Yan","raw_affiliation_strings":["Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, Georgia, USA"],"affiliations":[{"raw_affiliation_string":"Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025742027","display_name":"Gang Qu","orcid":"https://orcid.org/0000-0003-2681-0880"},"institutions":[{"id":"https://openalex.org/I114832834","display_name":"Tulane University","ror":"https://ror.org/04vmvtb21","country_code":"US","type":"education","lineage":["https://openalex.org/I114832834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gang Qu","raw_affiliation_strings":["Tulane University, New Orleans, Louisiana, USA"],"affiliations":[{"raw_affiliation_string":"Tulane University, New Orleans, Louisiana, USA","institution_ids":["https://openalex.org/I114832834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101852242","display_name":"Wenxing Hu","orcid":"https://orcid.org/0000-0003-2477-6383"},"institutions":[{"id":"https://openalex.org/I114832834","display_name":"Tulane University","ror":"https://ror.org/04vmvtb21","country_code":"US","type":"education","lineage":["https://openalex.org/I114832834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wenxing Hu","raw_affiliation_strings":["Tulane University, New Orleans, Louisiana, USA"],"affiliations":[{"raw_affiliation_string":"Tulane University, New Orleans, Louisiana, USA","institution_ids":["https://openalex.org/I114832834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010748227","display_name":"Anees Abrol","orcid":"https://orcid.org/0000-0001-9223-5314"},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]},{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]},{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]},{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anees Abrol","raw_affiliation_strings":["Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, Georgia, USA"],"affiliations":[{"raw_affiliation_string":"Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444","https://openalex.org/I181565077","https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020141983","display_name":"Biao Cai","orcid":"https://orcid.org/0000-0002-2706-4982"},"institutions":[{"id":"https://openalex.org/I114832834","display_name":"Tulane University","ror":"https://ror.org/04vmvtb21","country_code":"US","type":"education","lineage":["https://openalex.org/I114832834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Biao Cai","raw_affiliation_strings":["Tulane University, New Orleans, Louisiana, USA"],"affiliations":[{"raw_affiliation_string":"Tulane University, New Orleans, Louisiana, USA","institution_ids":["https://openalex.org/I114832834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052292010","display_name":"Chen Qiao","orcid":"https://orcid.org/0000-0003-0023-175X"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Qiao","raw_affiliation_strings":["School of Mathematics and Statistics, Xi\u2019an Jiaotong University, Xi\u2019an, China","School of Mathematics and Statistics, Xi'an Jiaotong University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics, Xi\u2019an Jiaotong University, Xi\u2019an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"School of Mathematics and Statistics, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082230429","display_name":"Sergey Plis","orcid":"https://orcid.org/0000-0003-0040-0365"},"institutions":[{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sergey M. Plis","raw_affiliation_strings":["Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Atlanta, Georgia, USA"],"affiliations":[{"raw_affiliation_string":"Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I4210133909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100339106","display_name":"Yu\u2010Ping Wang","orcid":"https://orcid.org/0000-0001-9340-5864"},"institutions":[{"id":"https://openalex.org/I114832834","display_name":"Tulane University","ror":"https://ror.org/04vmvtb21","country_code":"US","type":"education","lineage":["https://openalex.org/I114832834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yu-Ping Wang","raw_affiliation_strings":["School of Science and Engineering, Tulane University, New Orleans, Louisiana, USA"],"affiliations":[{"raw_affiliation_string":"School of Science and Engineering, Tulane University, New Orleans, Louisiana, USA","institution_ids":["https://openalex.org/I114832834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073577615","display_name":"Jing Sui","orcid":"https://orcid.org/0000-0001-6837-5966"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Sui","raw_affiliation_strings":["State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032850756","display_name":"Vince D. Calhoun","orcid":"https://orcid.org/0000-0001-9058-0747"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vince D. Calhoun","raw_affiliation_strings":["Tri-Institutional Center for Translational Research in Neuroimaging and Data Science with appointments at Georgia State, Georgia Tech, and Emory, Atlanta, Georgia, USA"],"affiliations":[{"raw_affiliation_string":"Tri-Institutional Center for Translational Research in Neuroimaging and Data Science with appointments at Georgia State, Georgia Tech, and Emory, Atlanta, Georgia, USA","institution_ids":["https://openalex.org/I4210133909","https://openalex.org/I130701444"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5060548034"],"corresponding_institution_ids":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"],"apc_list":null,"apc_paid":null,"fwci":8.6049,"has_fulltext":false,"cited_by_count":76,"citation_normalized_percentile":{"value":0.98608904,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"39","issue":"2","first_page":"87","last_page":"98"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.996399998664856,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"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/neuroimaging","display_name":"Neuroimaging","score":0.872567355632782},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7290392518043518},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.6292543411254883},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6291322112083435},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5942571759223938},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5448172092437744},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5385333895683289},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.48598513007164},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4446636736392975},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.43421459197998047},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.14009985327720642},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.08928439021110535}],"concepts":[{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.872567355632782},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7290392518043518},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.6292543411254883},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6291322112083435},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5942571759223938},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5448172092437744},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5385333895683289},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.48598513007164},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4446636736392975},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.43421459197998047},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.14009985327720642},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.08928439021110535},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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":[],"locations_count":1,"locations":[{"id":"doi:10.1109/msp.2021.3128348","is_oa":false,"landing_page_url":"https://doi.org/10.1109/msp.2021.3128348","pdf_url":null,"source":{"id":"https://openalex.org/S120977877","display_name":"IEEE Signal Processing Magazine","issn_l":"1053-5888","issn":["1053-5888","1558-0792"],"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 Signal Processing Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1262297082","display_name":null,"funder_award_id":"R01GM109068","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2742470465","display_name":null,"funder_award_id":"R01MH117107","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2947194076","display_name":null,"funder_award_id":"82022035","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4407193152","display_name":null,"funder_award_id":"1539067","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4888031145","display_name":null,"funder_award_id":"R01MH104680","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6414683537","display_name":null,"funder_award_id":"2112455","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6609157908","display_name":null,"funder_award_id":"R01EB005846","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6653621909","display_name":null,"funder_award_id":"R01MH107354","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G7935258156","display_name":null,"funder_award_id":"61773380","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G824516698","display_name":null,"funder_award_id":"12090021","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8463015561","display_name":null,"funder_award_id":"R56MH124925","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1457602677","https://openalex.org/W1787224781","https://openalex.org/W1968248619","https://openalex.org/W1972498024","https://openalex.org/W2113506774","https://openalex.org/W2765811365","https://openalex.org/W2883373048","https://openalex.org/W2884367318","https://openalex.org/W2888432608","https://openalex.org/W2889325467","https://openalex.org/W2919115771","https://openalex.org/W2921060387","https://openalex.org/W2964936018","https://openalex.org/W2966839013","https://openalex.org/W2967967941","https://openalex.org/W2973151618","https://openalex.org/W3010910782","https://openalex.org/W3021461858","https://openalex.org/W3029733682","https://openalex.org/W3115324042","https://openalex.org/W3121045849","https://openalex.org/W3127597934","https://openalex.org/W3132191748","https://openalex.org/W3133533311","https://openalex.org/W3134445065","https://openalex.org/W3134751001","https://openalex.org/W3157563165","https://openalex.org/W3163216082","https://openalex.org/W3165151777","https://openalex.org/W3171183426","https://openalex.org/W4385245566","https://openalex.org/W6739901393"],"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/W2110287964","https://openalex.org/W2168054807","https://openalex.org/W4307407935"],"abstract_inverted_index":{"Deep":[0],"learning":[1],"(DL)":[2],"has":[3],"been":[4],"extremely":[5],"successful":[6],"when":[7],"applied":[8],"to":[9,106],"the":[10,46,55,75,88],"analysis":[11],"of":[12,48,71,77,90,113,121],"natural":[13],"images.":[14],"By":[15],"contrast,":[16],"analyzing":[17],"neuroimaging":[18,56,93,114],"data":[19,79],"presents":[20],"some":[21],"unique":[22],"challenges,":[23],"including":[24],"higher":[25],"dimensionality,":[26],"smaller":[27],"sample":[28],"sizes,":[29],"multiple":[30],"heterogeneous":[31],"modalities,":[32],"and":[33,51,63,81,84,103],"a":[34,119],"limited":[35],"ground":[36],"truth.":[37],"In":[38],"this":[39],"article,":[40],"we":[41,98,109],"discuss":[42,74,110],"DL":[43,91,115],"methods":[44],"in":[45,54,69,92],"context":[47],"four":[49,127],"diverse":[50],"important":[52],"categories":[53],"field:":[57],"classification/prediction,":[58],"dynamic":[59],"activity/connectivity,":[60],"multimodal":[61],"fusion,":[62],"interpretation/visualization.":[64],"We":[65],"highlight":[66],"recent":[67],"progress":[68],"each":[70,96],"these":[72],"categories,":[73],"benefits":[76],"combining":[78],"characteristics":[80],"model":[82],"architectures,":[83],"derive":[85],"guidelines":[86],"for":[87,116],"use":[89],"data.":[94],"For":[95],"category,":[97],"also":[99],"assess":[100],"promising":[101],"applications":[102],"major":[104],"challenges":[105],"overcome.":[107],"Finally,":[108],"future":[111],"directions":[112],"clinical":[117],"applications,":[118],"topic":[120],"great":[122],"interest,":[123],"touching":[124],"on":[125],"all":[126],"categories.":[128]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":27},{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":7}],"updated_date":"2026-04-04T08:04:53.788161","created_date":"2025-10-10T00:00:00"}
