{"id":"https://openalex.org/W4387439614","doi":null,"title":"Explainable Brain Age Prediction using coVariance Neural Networks.","display_name":"Explainable Brain Age Prediction using coVariance Neural Networks.","publication_year":2023,"publication_date":"2023-10-27","ids":{"openalex":"https://openalex.org/W4387439614","pmid":"https://pubmed.ncbi.nlm.nih.gov/37808092","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/10557794"},"language":"en","primary_location":{"id":"pmid:37808092","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37808092","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,"listed_in":[],"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":"ArXiv","raw_type":"Preprint"},"volume":null,"type":"preprint","indexed_in":["pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10557794/pdf/nihpp-2305.18370v3.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066854885","display_name":"Saurabh Sihag","orcid":"https://orcid.org/0000-0001-9209-7943","observed_orcids":["https://orcid.org/0000-0001-9209-7943"]},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saurabh Sihag","raw_affiliation_strings":["University of Pennsylvania, Philadelphia, PA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadelphia, PA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006078163","display_name":"Gonzalo Mateos","orcid":"https://orcid.org/0000-0002-9847-6298","observed_orcids":["https://orcid.org/0000-0002-9847-6298"]},"institutions":[{"id":"https://openalex.org/I5388228","display_name":"University of Rochester","ror":"https://ror.org/022kthw22","country_code":"US","type":"education","lineage":["https://openalex.org/I5388228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gonzalo Mateos","raw_affiliation_strings":["University of Rochester, Rochester, NY"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Rochester, Rochester, NY","institution_ids":["https://openalex.org/I5388228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037938359","display_name":"Corey T. McMillan","orcid":"https://orcid.org/0000-0002-7581-6405","observed_orcids":["https://orcid.org/0000-0002-7581-6405"]},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Corey McMillan","raw_affiliation_strings":["University of Pennsylvania, Philadelphia, PA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadelphia, PA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078862959","display_name":"Alejandro Ribeiro","orcid":"https://orcid.org/0000-0003-4230-9906","observed_orcids":["https://orcid.org/0000-0003-4230-9906"]},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alejandro Ribeiro","raw_affiliation_strings":["University of Pennsylvania, Philadelphia, PA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadelphia, PA","institution_ids":["https://openalex.org/I79576946"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.4359999895095825,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.4359999895095825,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.3407999873161316,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.0966000035405159,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/brain-age-prediction","display_name":"brain age prediction","score":0.9959999918937683},{"id":"https://openalex.org/keywords/brain-age-gap","display_name":"brain age gap","score":0.9150000214576721},{"id":"https://openalex.org/keywords/explainable-machine-learning","display_name":"explainable machine learning","score":0.8370000123977661},{"id":"https://openalex.org/keywords/cortical-thickness","display_name":"cortical thickness","score":0.9869999885559082},{"id":"https://openalex.org/keywords/alzheimer-s-disease","display_name":"Alzheimer's disease","score":0.9700000286102295},{"id":"https://openalex.org/keywords/covariance-matrix-eigenvectors","display_name":"covariance matrix eigenvectors","score":0.8500000238418579},{"id":"https://openalex.org/keywords/accelerated-brain-aging","display_name":"accelerated brain aging","score":0.8270000219345093},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"neuroimaging","score":0.47999998927116394}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9550790190696716},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7127670645713806},{"id":"https://openalex.org/C2993665655","wikidata":"https://www.wikidata.org/wiki/Q4692577","display_name":"Brain aging","level":3,"score":0.593551516532898},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5041593313217163},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48261961340904236},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4743408262729645},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.4700811207294464},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4674680233001709},{"id":"https://openalex.org/C2991673738","wikidata":"https://www.wikidata.org/wiki/Q5062122","display_name":"Brain disease","level":3,"score":0.4651203155517578},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.40881967544555664},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.382037878036499},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3702707886695862},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2699933350086212},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmid:37808092","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37808092","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,"listed_in":[],"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":"ArXiv","raw_type":"Preprint"},{"id":"pmh:oai:pubmedcentral.nih.gov:10557794","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10557794","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10557794/pdf/nihpp-2305.18370v3.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,"listed_in":[],"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":"ArXiv","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:10557794","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10557794","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10557794/pdf/nihpp-2305.18370v3.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,"listed_in":[],"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":"ArXiv","raw_type":"Text"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.5683000087738037}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1423396920","display_name":null,"funder_award_id":"P30 NS09857781","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G2189010064","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G2423387114","display_name":null,"funder_award_id":"W81XWH-12-2\u20130012","funder_id":"https://openalex.org/F4320309697","funder_display_name":"Alzheimer's Disease Neuroimaging Initiative"},{"id":"https://openalex.org/G2835601961","display_name":null,"funder_award_id":"U01AG024904","funder_id":"https://openalex.org/F4320309697","funder_display_name":"Alzheimer's Disease Neuroimaging Initiative"},{"id":"https://openalex.org/G29951154","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320309697","funder_display_name":"Alzheimer's Disease Neuroimaging Initiative"},{"id":"https://openalex.org/G3216574877","display_name":null,"funder_award_id":"W81XWH-12-2-","funder_id":"https://openalex.org/F4320309697","funder_display_name":"Alzheimer's Disease Neuroimaging Initiative"},{"id":"https://openalex.org/G4119534169","display_name":null,"funder_award_id":"W81XWH","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G4475667458","display_name":null,"funder_award_id":"W81XWH-12-2-","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G5365730499","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320308668","funder_display_name":"University of Southern California"},{"id":"https://openalex.org/G5381939979","display_name":"EFFECTS OF TRAUMATIC BRAIN INJURY (TBI) AND POST TRAUMATIC STRESS DISORDER (PTSD) ON ALZHEIMER'S DISEASE (AD) IN VETERANS USING IMAGING AND BIOMARKERS IN THE AD NEUROIMAGING INITIATIVE (ADNI)\"","funder_award_id":"W81XWH1220012","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G539490489","display_name":"DRIVING PERFORMANCE IN PRECLINICAL ALZHEIMER'S DISEASE","funder_award_id":"R01AG043434","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G5707695498","display_name":"Alzheimer's Disease Neuroimaging Initiative","funder_award_id":"5u01ag024904-10","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5850682332","display_name":null,"funder_award_id":"W81XWH","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G7163257988","display_name":"Healthy Aging and Senile Dementia","funder_award_id":"P01AG003991","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G725115302","display_name":"Washington University Institute of Clinical and Translational Sciences","funder_award_id":"UL1TR000448","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G764699806","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G8895907669","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G8897063270","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320308668","funder_display_name":"University of Southern California"},{"id":"https://openalex.org/G9000039018","display_name":null,"funder_award_id":"U01-AG024904","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G9000112288","display_name":null,"funder_award_id":"P50 AG00561","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G9000115080","display_name":null,"funder_award_id":"TR000448","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G9000122335","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G9000217785","display_name":null,"funder_award_id":"AG003991","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G9000266300","display_name":null,"funder_award_id":"AG066444","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G9000883349","display_name":"Alzheimer's Disease Research Center","funder_award_id":"P30AG066444","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G9000907710","display_name":"THE XNAT IMAGING INFORMATICS PLATFORM","funder_award_id":"R01EB009352","funder_id":"https://openalex.org/F4320337363","funder_display_name":"National Institute of Biomedical Imaging and Bioengineering"},{"id":"https://openalex.org/G9000915971","display_name":"Antecedent Biomarkers for Alzheimer Disease: The Adult Children Study","funder_award_id":"P01AG026276","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"}],"funders":[{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"},{"id":"https://openalex.org/F4320308668","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60"},{"id":"https://openalex.org/F4320309697","display_name":"Alzheimer's Disease Neuroimaging Initiative","ror":"https://ror.org/01j20wc74"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337337","display_name":"National Institute on Aging","ror":"https://ror.org/049v75w11"},{"id":"https://openalex.org/F4320337363","display_name":"National Institute of Biomedical Imaging and Bioengineering","ror":"https://ror.org/00372qc85"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387439614.pdf","grobid_xml":"https://content.openalex.org/works/W4387439614.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W1974047233","https://openalex.org/W1991952617","https://openalex.org/W2007581301","https://openalex.org/W2038003677","https://openalex.org/W2064019305","https://openalex.org/W2069270259","https://openalex.org/W2081828863","https://openalex.org/W2096937017","https://openalex.org/W2108273621","https://openalex.org/W2115457642","https://openalex.org/W2126525177","https://openalex.org/W2126833905","https://openalex.org/W2132842417","https://openalex.org/W2149240439","https://openalex.org/W2156676059","https://openalex.org/W2316633345","https://openalex.org/W2317167530","https://openalex.org/W2485551923","https://openalex.org/W2552208519","https://openalex.org/W2602552939","https://openalex.org/W2766141193","https://openalex.org/W2803639226","https://openalex.org/W2906143653","https://openalex.org/W2961560364","https://openalex.org/W2970119293","https://openalex.org/W2984423913","https://openalex.org/W2985331920","https://openalex.org/W3006772828","https://openalex.org/W3007648700","https://openalex.org/W3010138595","https://openalex.org/W3037286432","https://openalex.org/W3111518260","https://openalex.org/W3116637551","https://openalex.org/W3123058831","https://openalex.org/W3125979838","https://openalex.org/W3138510088","https://openalex.org/W3161192540","https://openalex.org/W3164178104","https://openalex.org/W3171183426","https://openalex.org/W3202476286","https://openalex.org/W4229455411","https://openalex.org/W4286687906","https://openalex.org/W4313528065","https://openalex.org/W4365511615"],"related_works":["https://openalex.org/W4410296697","https://openalex.org/W4391799303","https://openalex.org/W7215093189","https://openalex.org/W4372348772","https://openalex.org/W7214829443","https://openalex.org/W4416513127","https://openalex.org/W3017066732","https://openalex.org/W4411066407","https://openalex.org/W4407677709","https://openalex.org/W2892022198"],"abstract_inverted_index":{"In":[0,92],"computational":[1],"neuroscience,":[2],"there":[3],"has":[4,74],"been":[5,75],"an":[6,26,103,184],"increased":[7,56],"interest":[8],"in":[9,85,132,153],"developing":[10],"machine":[11],"learning":[12],"algorithms":[13],"that":[14],"leverage":[15,96],"brain":[16,32,68,88,110,119,129,150,158,194],"imaging":[17],"data":[18],"to":[19,38,48,78,101,148,171,190],"provide":[20],"estimates":[21],"of":[22,67,80,128,175,193],"\"brain":[23,40],"age\"":[24],"for":[25,70,109],"individual.":[27],"Importantly,":[28],"the":[29,125,161,176,191],"discordance":[30],"between":[31],"age":[33,36,41,69,89,111,120,130,151,195],"and":[34,52,82,105,136,186],"chronological":[35],"(referred":[37],"as":[39],"gap\")":[42],"can":[43,54,144],"capture":[44],"accelerated":[45],"aging":[46],"due":[47,77],"adverse":[49],"health":[50],"conditions":[51],"therefore,":[53],"reflect":[55],"vulnerability":[57],"towards":[58],"neurological":[59],"disease":[60,134],"or":[61],"cognitive":[62],"impairments.":[63],"However,":[64],"widespread":[65],"adoption":[66],"clinical":[71],"decision":[72],"support":[73],"hindered":[76],"lack":[79],"transparency":[81],"methodological":[83],"justifications":[84],"most":[86],"existing":[87],"prediction":[90,112,121],"algorithms.":[91],"this":[93],"paper,":[94],"we":[95,137],"coVariance":[97],"neural":[98],"networks":[99],"(VNN)":[100],"propose":[102],"explanation-driven":[104],"anatomically":[106,187],"interpretable":[107,188],"framework":[108,122],"using":[113],"cortical":[114],"thickness":[115],"features.":[116],"Specifically,":[117],"our":[118],"extends":[123],"beyond":[124],"coarse":[126],"metric":[127],"gap":[131,152],"Alzheimer's":[133],"(AD)":[135],"make":[138],"two":[139],"important":[140],"observations:":[141],"(i)":[142],"VNNs":[143,165],"assign":[145],"anatomical":[146,177],"interpretability":[147,162],"elevated":[149],"AD":[154],"by":[155,164],"identifying":[156],"contributing":[157],"regions,":[159],"(ii)":[160],"offered":[163],"is":[166],"contingent":[167],"on":[168],"their":[169],"ability":[170],"exploit":[172],"specific":[173],"eigenvectors":[174],"covariance":[178],"matrix.":[179],"Together,":[180],"these":[181],"observations":[182],"facilitate":[183],"explainable":[185],"perspective":[189],"task":[192],"prediction.":[196]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2023-10-10T00:00:00"}
