{"id":"https://openalex.org/W2043888598","doi":"https://doi.org/10.1186/1471-2105-10-s9-s15","title":"Feature selection for fMRI-based deception detection","display_name":"Feature selection for fMRI-based deception detection","publication_year":2009,"publication_date":"2009-09-01","ids":{"openalex":"https://openalex.org/W2043888598","doi":"https://doi.org/10.1186/1471-2105-10-s9-s15","mag":"2043888598","pmid":"https://pubmed.ncbi.nlm.nih.gov/19761569"},"language":"en","primary_location":{"id":"doi:10.1186/1471-2105-10-s9-s15","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-10-s9-s15","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-10-S9-S15","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-10-S9-S15","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045821992","display_name":"Bo Jin","orcid":"https://orcid.org/0000-0001-9268-7134"},"institutions":[{"id":"https://openalex.org/I153297377","display_name":"Medical University of South Carolina","ror":"https://ror.org/012jban78","country_code":"US","type":"education","lineage":["https://openalex.org/I153297377"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Bo Jin","raw_affiliation_strings":["Medical University of South Carolina, Charleston, SC, USA. jinbo@musc.edu","Medical University of South Carolina, Charleston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical University of South Carolina, Charleston, SC, USA. jinbo@musc.edu","institution_ids":["https://openalex.org/I153297377"]},{"raw_affiliation_string":"Medical University of South Carolina, Charleston, USA","institution_ids":["https://openalex.org/I153297377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088740112","display_name":"A. Strasburger","orcid":null},"institutions":[{"id":"https://openalex.org/I153297377","display_name":"Medical University of South Carolina","ror":"https://ror.org/012jban78","country_code":"US","type":"education","lineage":["https://openalex.org/I153297377"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alvin Strasburger","raw_affiliation_strings":["Medical University of South Carolina, Charleston, SC, USA","Medical University of South Carolina, Charleston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical University of South Carolina, Charleston, SC, USA","institution_ids":["https://openalex.org/I153297377"]},{"raw_affiliation_string":"Medical University of South Carolina, Charleston, USA","institution_ids":["https://openalex.org/I153297377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109915109","display_name":"Steven J. Laken","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Steven J Laken","raw_affiliation_strings":["Cephos Corporation, Pepperell, MA, USA","Cephos Corporation, Pepperell, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cephos Corporation, Pepperell, MA, USA","institution_ids":[]},{"raw_affiliation_string":"Cephos Corporation, Pepperell, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044804307","display_name":"F. Andrew Kozel","orcid":"https://orcid.org/0000-0002-6261-2294"},"institutions":[{"id":"https://openalex.org/I153297377","display_name":"Medical University of South Carolina","ror":"https://ror.org/012jban78","country_code":"US","type":"education","lineage":["https://openalex.org/I153297377"]},{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I867280407"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"F Andrew Kozel","raw_affiliation_strings":["Medical University of South Carolina, Charleston, SC, USA","University of Texas Southwestern Medical Center, Dallas, TX, USA","University of Texas Southwestern Medical Center, Dallas, USA","Medical University of South Carolina, Charleston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical University of South Carolina, Charleston, SC, USA","institution_ids":["https://openalex.org/I153297377"]},{"raw_affiliation_string":"University of Texas Southwestern Medical Center, Dallas, TX, USA","institution_ids":["https://openalex.org/I867280407"]},{"raw_affiliation_string":"University of Texas Southwestern Medical Center, Dallas, USA","institution_ids":["https://openalex.org/I867280407"]},{"raw_affiliation_string":"Medical University of South Carolina, Charleston, USA","institution_ids":["https://openalex.org/I153297377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102748185","display_name":"Kevin A. Johnson","orcid":"https://orcid.org/0000-0003-2048-8237"},"institutions":[{"id":"https://openalex.org/I153297377","display_name":"Medical University of South Carolina","ror":"https://ror.org/012jban78","country_code":"US","type":"education","lineage":["https://openalex.org/I153297377"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kevin A Johnson","raw_affiliation_strings":["Medical University of South Carolina, Charleston, SC, USA","Medical University of South Carolina, Charleston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical University of South Carolina, Charleston, SC, USA","institution_ids":["https://openalex.org/I153297377"]},{"raw_affiliation_string":"Medical University of South Carolina, Charleston, USA","institution_ids":["https://openalex.org/I153297377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005012109","display_name":"Mark S. George","orcid":"https://orcid.org/0000-0003-1767-1815"},"institutions":[{"id":"https://openalex.org/I153297377","display_name":"Medical University of South Carolina","ror":"https://ror.org/012jban78","country_code":"US","type":"education","lineage":["https://openalex.org/I153297377"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mark S George","raw_affiliation_strings":["Medical University of South Carolina, Charleston, SC, USA","Medical University of South Carolina, Charleston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical University of South Carolina, Charleston, SC, USA","institution_ids":["https://openalex.org/I153297377"]},{"raw_affiliation_string":"Medical University of South Carolina, Charleston, USA","institution_ids":["https://openalex.org/I153297377"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046515259","display_name":"Xinghua Lu","orcid":"https://orcid.org/0000-0002-8599-2269"},"institutions":[{"id":"https://openalex.org/I153297377","display_name":"Medical University of South Carolina","ror":"https://ror.org/012jban78","country_code":"US","type":"education","lineage":["https://openalex.org/I153297377"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xinghua Lu","raw_affiliation_strings":["Medical University of South Carolina, Charleston, SC, USA","Medical University of South Carolina, Charleston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical University of South Carolina, Charleston, SC, USA","institution_ids":["https://openalex.org/I153297377"]},{"raw_affiliation_string":"Medical University of South Carolina, Charleston, USA","institution_ids":["https://openalex.org/I153297377"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5045821992"],"corresponding_institution_ids":["https://openalex.org/I153297377"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":2.4976,"has_fulltext":true,"cited_by_count":34,"citation_normalized_percentile":{"value":0.89083213,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"10","issue":"S9","first_page":"S15","last_page":"S15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12268","display_name":"Deception detection and forensic psychology","score":0.9818000197410583,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12268","display_name":"Deception detection and forensic psychology","score":0.9818000197410583,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11997","display_name":"Free Will and Agency","score":0.0017999999690800905,"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/T11953","display_name":"Neuroethics, Human Enhancement, Biomedical Innovations","score":0.0017000000225380063,"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/deception","display_name":"Deception","score":0.7543984651565552},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.719957709312439},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.71038818359375},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6826813817024231},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6778908371925354},{"id":"https://openalex.org/keywords/functional-magnetic-resonance-imaging","display_name":"Functional magnetic resonance imaging","score":0.6565591096878052},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6468563675880432},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.633638322353363},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.5983181595802307},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.47905433177948},{"id":"https://openalex.org/keywords/brain-activity-and-meditation","display_name":"Brain activity and meditation","score":0.46850091218948364},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4523353576660156},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4273892641067505},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.15776321291923523},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.13210520148277283},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.10902681946754456}],"concepts":[{"id":"https://openalex.org/C2779267917","wikidata":"https://www.wikidata.org/wiki/Q170028","display_name":"Deception","level":2,"score":0.7543984651565552},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.719957709312439},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.71038818359375},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6826813817024231},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6778908371925354},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.6565591096878052},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6468563675880432},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.633638322353363},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.5983181595802307},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.47905433177948},{"id":"https://openalex.org/C120843803","wikidata":"https://www.wikidata.org/wiki/Q4955807","display_name":"Brain activity and meditation","level":3,"score":0.46850091218948364},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4523353576660156},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4273892641067505},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.15776321291923523},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.13210520148277283},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.10902681946754456},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[{"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":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D001931","descriptor_name":"Brain Mapping","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":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1186/1471-2105-10-s9-s15","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-10-s9-s15","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-10-S9-S15","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:19761569","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/19761569","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:2745686","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/2745686","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/1471-2105-10-s9-s15","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-10-s9-s15","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-10-S9-S15","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.6700000166893005}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2043888598.pdf","grobid_xml":"https://content.openalex.org/works/W2043888598.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1497256448","https://openalex.org/W1808644423","https://openalex.org/W1976388395","https://openalex.org/W1981276685","https://openalex.org/W1987478192","https://openalex.org/W2001619934","https://openalex.org/W2007483873","https://openalex.org/W2012163579","https://openalex.org/W2017337590","https://openalex.org/W2067795524","https://openalex.org/W2076064927","https://openalex.org/W2086902727","https://openalex.org/W2090721600","https://openalex.org/W2108728387","https://openalex.org/W2109363337","https://openalex.org/W2113584252","https://openalex.org/W2123636872","https://openalex.org/W2133199783","https://openalex.org/W2141870909","https://openalex.org/W2148603752","https://openalex.org/W2150102617","https://openalex.org/W2153635508","https://openalex.org/W2158078575","https://openalex.org/W2158863190","https://openalex.org/W2161297567","https://openalex.org/W2408196097","https://openalex.org/W2460124669","https://openalex.org/W2492794003","https://openalex.org/W2582743722","https://openalex.org/W2911964244","https://openalex.org/W3120421331","https://openalex.org/W3142828467","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2120164251","https://openalex.org/W128114763","https://openalex.org/W2148331740","https://openalex.org/W2051472919","https://openalex.org/W4386213410","https://openalex.org/W2534241281","https://openalex.org/W1534314914","https://openalex.org/W2072179998","https://openalex.org/W2371524820","https://openalex.org/W1981468049"],"abstract_inverted_index":{"BACKGROUND:":[0],"Functional":[1],"magnetic":[2],"resonance":[3],"imaging":[4],"(fMRI)":[5],"is":[6,39],"a":[7,63,142,151,209],"technology":[8],"used":[9,97],"to":[10,49,66,90,111,130,134,174,192],"detect":[11,135],"brain":[12,16,34,116,197,205,235,242],"activity.":[13],"Patterns":[14],"of":[15,33,58,87,108,144,167,240,247],"activation":[17,35,117],"have":[18],"been":[19],"utilized":[20],"as":[21,72,148],"biomarkers":[22],"for":[23,74,150,230,245],"various":[24,122],"neuropsychiatric":[25],"applications.":[26],"Detecting":[27],"deception":[28,93,212,224],"based":[29,184],"on":[30],"the":[31,69,85,98,103,164,168,175,187,201,231,241],"pattern":[32],"characterized":[36],"with":[37,43],"fMRI":[38,59,109],"getting":[40],"attention":[41],"-":[42],"machine":[44,154,171],"learning":[45],"algorithms":[46,76],"being":[47],"applied":[48],"this":[50,81],"field":[51],"in":[52,77,172,222,237],"recent":[53],"years.":[54],"The":[55],"high":[56],"dimensionality":[57],"data":[60,71],"makes":[61],"it":[62],"difficult":[64],"task":[65],"directly":[67],"utilize":[68],"original":[70,146],"input":[73],"classification":[75,165,220],"detecting":[78],"deception.":[79,136,248],"In":[80],"paper,":[82],"we":[83],"investigated":[84,121],"procedures":[86],"feature":[88,123,160],"selection":[89,124,161,216],"enhance":[91],"fMRI-based":[92,223],"detection.":[94],"RESULTS:":[95],"We":[96,119],"t-statistic":[99],"map":[100],"derived":[101],"from":[102,141],"statistical":[104],"parametric":[105],"mapping":[106],"analysis":[107],"signals":[110],"construct":[112],"features":[113,133,139,147,180,189],"that":[114,159,203,234],"reflect":[115],"patterns.":[118],"subsequently":[120],"methods":[125],"including":[126],"an":[127],"ensemble":[128],"method":[129],"identify":[131],"discriminative":[132],"Using":[137],"124":[138],"selected":[140,188],"set":[143],"65,166":[145],"inputs":[149],"support":[152,169,229],"vector":[153,170],"classifier,":[155],"our":[156],"results":[157],"indicate":[158],"significantly":[162],"enhanced":[163],"accuracy":[166,221],"comparison":[173],"models":[176],"trained":[177],"using":[178],"all":[179],"and":[181],"dimension":[182],"reduction":[183],"models.":[185],"Furthermore,":[186],"are":[190,243],"shown":[191],"form":[193],"anatomic":[194],"clusters":[195],"within":[196],"regions,":[198],"which":[199],"supports":[200],"hypothesis":[202,233],"specific":[204],"regions":[206,239],"may":[207],"play":[208],"role":[210],"during":[211],"processes.":[213],"CONCLUSION:":[214],"Feature":[215],"not":[217],"only":[218],"enhances":[219],"detection":[225],"but":[226],"also":[227],"provides":[228],"biological":[232],"activities":[236],"certain":[238],"important":[244],"discrimination":[246]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":2}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}