{"id":"https://openalex.org/W3003600398","doi":"https://doi.org/10.1142/s0129065720500124","title":"Ensemble Deep Learning on Large, Mixed-Site fMRI Datasets in Autism and Other Tasks","display_name":"Ensemble Deep Learning on Large, Mixed-Site fMRI Datasets in Autism and Other Tasks","publication_year":2020,"publication_date":"2020-01-31","ids":{"openalex":"https://openalex.org/W3003600398","doi":"https://doi.org/10.1142/s0129065720500124","mag":"3003600398","pmid":"https://pubmed.ncbi.nlm.nih.gov/32308082"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065720500124","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s0129065720500124","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1142/s0129065720500124","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080355766","display_name":"Matthew Leming","orcid":"https://orcid.org/0000-0001-9631-2567"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Matthew Leming","raw_affiliation_strings":["Department of Psychiatry, University of Cambridge, Herchel Smith Building for Brain & Mind Sciences, Forvie Site, Robinson Way, Cambridge, CB20SZ, UK"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, University of Cambridge, Herchel Smith Building for Brain & Mind Sciences, Forvie Site, Robinson Way, Cambridge, CB20SZ, UK","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011354002","display_name":"J. M. G\u00f3rriz","orcid":"https://orcid.org/0000-0001-7069-1714"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan Manuel G\u00f3rriz","raw_affiliation_strings":["Department of Signal Theory, Networking and Communications, University of Granada, Avenida del Hospicio, E-18071 Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Signal Theory, Networking and Communications, University of Granada, Avenida del Hospicio, E-18071 Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025660060","display_name":"John Suckling","orcid":"https://orcid.org/0000-0002-5098-1527"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"John Suckling","raw_affiliation_strings":["Department of Psychiatry, University of Cambridge, Herchel Smith Building for Brain & Mind Sciences, Forvie Site, Robinson Way, Cambridge, CB20SZ, UK"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, University of Cambridge, Herchel Smith Building for Brain & Mind Sciences, Forvie Site, Robinson Way, Cambridge, CB20SZ, UK","institution_ids":["https://openalex.org/I241749"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5025660060"],"corresponding_institution_ids":["https://openalex.org/I241749"],"apc_list":null,"apc_paid":{"value":2108,"currency":"EUR","value_usd":2273},"fwci":7.0461,"has_fulltext":false,"cited_by_count":74,"citation_normalized_percentile":{"value":0.978279,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"30","issue":"07","first_page":"2050012","last_page":"2050012"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9997000098228455,"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":0.9997000098228455,"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/T12552","display_name":"Fetal and Pediatric Neurological Disorders","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child 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/T11184","display_name":"Neonatal and fetal brain pathology","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7223801612854004},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6421066522598267},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6104809045791626},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5647814273834229},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5562086701393127},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.518413782119751},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.49972963333129883},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4966188073158264},{"id":"https://openalex.org/keywords/functional-magnetic-resonance-imaging","display_name":"Functional magnetic resonance imaging","score":0.4942367374897003},{"id":"https://openalex.org/keywords/black-box","display_name":"Black box","score":0.4908955693244934},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4461734890937805},{"id":"https://openalex.org/keywords/autism","display_name":"Autism","score":0.42087921500205994},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41974225640296936},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1671658456325531}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7223801612854004},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6421066522598267},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6104809045791626},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5647814273834229},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5562086701393127},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.518413782119751},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.49972963333129883},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4966188073158264},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.4942367374897003},{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.4908955693244934},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4461734890937805},{"id":"https://openalex.org/C205778803","wikidata":"https://www.wikidata.org/wiki/Q38404","display_name":"Autism","level":2,"score":0.42087921500205994},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41974225640296936},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1671658456325531},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000067877","descriptor_name":"Autism Spectrum Disorder","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D000067877","descriptor_name":"Autism Spectrum Disorder","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D000067877","descriptor_name":"Autism Spectrum Disorder","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077558","descriptor_name":"Big Data","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077558","descriptor_name":"Big Data","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000077558","descriptor_name":"Big Data","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D003430","descriptor_name":"Cross-Sectional Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003430","descriptor_name":"Cross-Sectional Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003430","descriptor_name":"Cross-Sectional Studies","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":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D063132","descriptor_name":"Connectome","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D063132","descriptor_name":"Connectome","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D063132","descriptor_name":"Connectome","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1142/s0129065720500124","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s0129065720500124","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:32308082","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32308082","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":"International journal of neural systems","raw_type":null},{"id":"pmh:oai:arXiv.org:2002.07874","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2002.07874","pdf_url":"https://arxiv.org/pdf/2002.07874","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:www.repository.cam.ac.uk:1810/304902","is_oa":false,"landing_page_url":"https://www.repository.cam.ac.uk/handle/1810/304902","pdf_url":null,"source":{"id":"https://openalex.org/S4306401777","display_name":"Apollo (University of Cambridge)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I241749","host_organization_name":"University of Cambridge","host_organization_lineage":["https://openalex.org/I241749"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.17863/cam.51983","is_oa":true,"landing_page_url":"https://doi.org/10.17863/cam.51983","pdf_url":null,"source":{"id":"https://openalex.org/S7407050737","display_name":"Apollo","issn_l":null,"issn":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.1142/s0129065720500124","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s0129065720500124","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5799999833106995,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":86,"referenced_works":["https://openalex.org/W615893297","https://openalex.org/W1680392829","https://openalex.org/W1708925988","https://openalex.org/W1752072348","https://openalex.org/W1821241690","https://openalex.org/W1823252948","https://openalex.org/W1877679789","https://openalex.org/W1895906169","https://openalex.org/W1928278792","https://openalex.org/W1936199890","https://openalex.org/W1969700144","https://openalex.org/W1973759448","https://openalex.org/W1979070592","https://openalex.org/W1995454866","https://openalex.org/W2006591500","https://openalex.org/W2012137594","https://openalex.org/W2027560700","https://openalex.org/W2028723065","https://openalex.org/W2039866424","https://openalex.org/W2039997245","https://openalex.org/W2046389763","https://openalex.org/W2050597556","https://openalex.org/W2055019700","https://openalex.org/W2055866745","https://openalex.org/W2058046532","https://openalex.org/W2060674520","https://openalex.org/W2061756585","https://openalex.org/W2063167566","https://openalex.org/W2067082332","https://openalex.org/W2069953532","https://openalex.org/W2070418702","https://openalex.org/W2075210662","https://openalex.org/W2075707097","https://openalex.org/W2076683771","https://openalex.org/W2100805904","https://openalex.org/W2105824687","https://openalex.org/W2108623767","https://openalex.org/W2111902267","https://openalex.org/W2117539524","https://openalex.org/W2120349574","https://openalex.org/W2122870641","https://openalex.org/W2133450592","https://openalex.org/W2133903921","https://openalex.org/W2136922672","https://openalex.org/W2145680887","https://openalex.org/W2146437136","https://openalex.org/W2146511652","https://openalex.org/W2155806188","https://openalex.org/W2162010696","https://openalex.org/W2162659025","https://openalex.org/W2167868121","https://openalex.org/W2167917621","https://openalex.org/W2170174912","https://openalex.org/W2282821441","https://openalex.org/W2294513850","https://openalex.org/W2326159140","https://openalex.org/W2518410112","https://openalex.org/W2519887557","https://openalex.org/W2526511911","https://openalex.org/W2547424434","https://openalex.org/W2568162413","https://openalex.org/W2590651237","https://openalex.org/W2590910803","https://openalex.org/W2604272474","https://openalex.org/W2735379969","https://openalex.org/W2736729991","https://openalex.org/W2752558629","https://openalex.org/W2759483166","https://openalex.org/W2768745187","https://openalex.org/W2789530810","https://openalex.org/W2790407631","https://openalex.org/W2795691199","https://openalex.org/W2795802427","https://openalex.org/W2797887770","https://openalex.org/W2800428573","https://openalex.org/W2805625726","https://openalex.org/W2810213456","https://openalex.org/W2944372932","https://openalex.org/W2949117887","https://openalex.org/W2962851944","https://openalex.org/W2962858109","https://openalex.org/W2963392928","https://openalex.org/W2963460103","https://openalex.org/W2963847532","https://openalex.org/W2964311892","https://openalex.org/W2964321699"],"related_works":["https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W2951211570","https://openalex.org/W3167935049","https://openalex.org/W3103566983","https://openalex.org/W3029198973","https://openalex.org/W4377865163","https://openalex.org/W3184396788"],"abstract_inverted_index":{"Deep":[0],"learning":[1,230],"models":[2,164,231],"for":[3,126],"MRI":[4,44],"classification":[5],"face":[6],"two":[7,149],"recurring":[8],"problems:":[9],"they":[10],"are":[11,19],"typically":[12,68],"limited":[13],"by":[14,21,171],"low":[15],"sample":[16],"size,":[17],"and":[18,91,124,131,191,216,242,255],"abstracted":[20],"their":[22],"own":[23],"complexity":[24],"(the":[25],"\"black":[26],"box":[27,143],"problem\").":[28],"In":[29],"this":[30,56,146],"paper,":[31],"we":[32,85,102,137,179],"train":[33],"a":[34,59,99,189,246],"convolutional":[35],"neural":[36],"network":[37],"(CNN)":[38],"with":[39,78,118,245],"the":[40,141,161,176,186,212,251],"largest":[41],"multi-source,":[42],"functional":[43,158],"(fMRI)":[45],"connectomic":[46],"dataset":[47],"ever":[48],"compiled,":[49],"consisting":[50],"of":[51,62,89,121,160,175,200,208],"43,858":[52],"datapoints.":[53],"We":[54],"apply":[55],"model":[57,112,187],"to":[58,76,97,113,139,183,204,219],"cross-sectional":[60],"comparison":[61],"autism":[63],"spectrum":[64],"disorder":[65],"(ASD)":[66],"versus":[67,93,128,133],"developing":[69],"(TD)":[70],"controls":[71,237],"that":[72,195,228,232],"has":[73],"proved":[74],"difficult":[75],"characterize":[77],"inferential":[79],"statistics.":[80],"To":[81],"contextualize":[82],"these":[83],"findings,":[84],"additionally":[86],"perform":[87],"classifications":[88],"gender":[90],"task":[92,132],"rest.":[94],"Employing":[95],"class-balancing":[96],"build":[98],"training":[100],"set,":[101],"trained":[103],"[Formula:":[104],"see":[105],"text]":[106],"modified":[107],"CNNs":[108],"in":[109,145],"an":[110],"ensemble":[111],"classify":[114],"fMRI":[115],"connectivity":[116],"matrices":[117],"overall":[119],"AUROCs":[120],"0.6774,":[122],"0.7680,":[123],"0.9222":[125],"ASD":[127,234],"TD,":[129],"gender,":[130],"rest,":[134],"respectively.":[135],"Additionally,":[136],"aim":[138],"address":[140],"black":[142],"problem":[144],"context":[147],"using":[148],"visualization":[150],"methods.":[151],"First,":[152],"class":[153],"activation":[154],"maps":[155],"show":[156],"which":[157],"connections":[159],"brain":[162],"our":[163],"focus":[165,238,249],"on":[166,211,240,250],"when":[167],"performing":[168],"classification.":[169],"Second,":[170],"analyzing":[172],"maximal":[173],"activations":[174],"hidden":[177,202],"layers,":[178],"were":[180],"also":[181],"able":[182],"explore":[184],"how":[185],"organizes":[188],"large":[190],"mixed-center":[192],"dataset,":[193],"finding":[194],"it":[196],"dedicates":[197],"specific":[198],"areas":[199,218],"its":[201],"layers":[203],"processing":[205],"different":[206,223],"covariates":[207],"data":[209,221],"(depending":[210],"independent":[213],"variable":[214],"analyzed),":[215],"other":[217],"mix":[220],"from":[222,235],"sources.":[224],"Our":[225],"study":[226],"finds":[227],"deep":[229],"distinguish":[233],"TD":[236],"broadly":[239],"temporal":[241],"cerebellar":[243],"connections,":[244],"particularly":[247],"high":[248],"right":[252],"caudate":[253],"nucleus":[254],"paracentral":[256],"sulcus.":[257]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":17},{"year":2021,"cited_by_count":25},{"year":2020,"cited_by_count":5}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}