{"id":"https://openalex.org/W2791373872","doi":"https://doi.org/10.1117/12.2293199","title":"Single season changes in resting state network power and the connectivity between regions distinguish head impact exposure level in high school and youth football players","display_name":"Single season changes in resting state network power and the connectivity between regions distinguish head impact exposure level in high school and youth football players","publication_year":2018,"publication_date":"2018-02-27","ids":{"openalex":"https://openalex.org/W2791373872","doi":"https://doi.org/10.1117/12.2293199","mag":"2791373872","pmid":"https://pubmed.ncbi.nlm.nih.gov/31787799"},"language":"en","primary_location":{"id":"doi:10.1117/12.2293199","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2293199","pdf_url":null,"source":{"id":"https://openalex.org/S4306519508","display_name":"Medical Imaging 2018: Computer-Aided Diagnosis","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2018: Computer-Aided Diagnosis","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6884358","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065404622","display_name":"Alexander K. Powers","orcid":"https://orcid.org/0000-0003-0125-9762"},"institutions":[{"id":"https://openalex.org/I47251452","display_name":"Wake Forest University","ror":"https://ror.org/0207ad724","country_code":"US","type":"education","lineage":["https://openalex.org/I47251452"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexander Powers","raw_affiliation_strings":["Wake Forest School of Medicine, Winston-Salem, NC, USA","Wake Forest School of Medicine (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wake Forest School of Medicine, Winston-Salem, NC, USA","institution_ids":["https://openalex.org/I47251452"]},{"raw_affiliation_string":"Wake Forest School of Medicine (United States)","institution_ids":["https://openalex.org/I47251452"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011198151","display_name":"Gowtham Krishnan Murugesan","orcid":"https://orcid.org/0000-0002-2160-6648"},"institutions":[{"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":"Gowtham Krishnan Murugesan","raw_affiliation_strings":["Department of Radiology, University of Texas Southwestern, Dallas, TX, USA","Univ. of Texas Southwestern Medical Ctr. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, University of Texas Southwestern, Dallas, TX, USA","institution_ids":["https://openalex.org/I867280407"]},{"raw_affiliation_string":"Univ. of Texas Southwestern Medical Ctr. (United States)","institution_ids":["https://openalex.org/I867280407"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034916686","display_name":"Behrouz Saghafi","orcid":"https://orcid.org/0000-0003-1605-1825"},"institutions":[{"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":"Behrouz Saghafi","raw_affiliation_strings":["Department of Radiology, University of Texas Southwestern, Dallas, TX, USA","Univ. of Texas Southwestern Medical Ctr. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, University of Texas Southwestern, Dallas, TX, USA","institution_ids":["https://openalex.org/I867280407"]},{"raw_affiliation_string":"Univ. of Texas Southwestern Medical Ctr. (United States)","institution_ids":["https://openalex.org/I867280407"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068432327","display_name":"Albert Montillo","orcid":"https://orcid.org/0000-0002-4353-290X"},"institutions":[{"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":"Albert Montillo","raw_affiliation_strings":["Department of Radiology, University of Texas Southwestern, Dallas, TX, USA","Univ. of Texas Southwestern Medical Ctr. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, University of Texas Southwestern, Dallas, TX, USA","institution_ids":["https://openalex.org/I867280407"]},{"raw_affiliation_string":"Univ. of Texas Southwestern Medical Ctr. (United States)","institution_ids":["https://openalex.org/I867280407"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084410531","display_name":"Joseph A. Maldjian","orcid":"https://orcid.org/0000-0002-6384-1072"},"institutions":[{"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":"Joseph Maldjian","raw_affiliation_strings":["Department of Radiology, University of Texas Southwestern, Dallas, TX, USA","Univ. of Texas Southwestern Medical Ctr. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, University of Texas Southwestern, Dallas, TX, USA","institution_ids":["https://openalex.org/I867280407"]},{"raw_affiliation_string":"Univ. of Texas Southwestern Medical Ctr. (United States)","institution_ids":["https://openalex.org/I867280407"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043001042","display_name":"Elizabeth M. Davenport","orcid":"https://orcid.org/0000-0002-8765-6584"},"institutions":[{"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":"Elizabeth Davenport","raw_affiliation_strings":["Department of Radiology, University of Texas Southwestern, Dallas, TX, USA","Univ. of Texas Southwestern Medical Ctr. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, University of Texas Southwestern, Dallas, TX, USA","institution_ids":["https://openalex.org/I867280407"]},{"raw_affiliation_string":"Univ. of Texas Southwestern Medical Ctr. (United States)","institution_ids":["https://openalex.org/I867280407"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114140554","display_name":"Ben Wagner","orcid":null},"institutions":[{"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":"Ben Wagner","raw_affiliation_strings":["Department of Radiology, University of Texas Southwestern, Dallas, TX, USA","Univ. of Texas Southwestern Medical Ctr. (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, University of Texas Southwestern, Dallas, TX, USA","institution_ids":["https://openalex.org/I867280407"]},{"raw_affiliation_string":"Univ. of Texas Southwestern Medical Ctr. (United States)","institution_ids":["https://openalex.org/I867280407"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104273556","display_name":"Derek A. Jones","orcid":"https://orcid.org/0000-0003-3082-6527"},"institutions":[{"id":"https://openalex.org/I47251452","display_name":"Wake Forest University","ror":"https://ror.org/0207ad724","country_code":"US","type":"education","lineage":["https://openalex.org/I47251452"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Derek Jones","raw_affiliation_strings":["Wake Forest School of Medicine, Winston-Salem, NC, USA","Wake Forest School of Medicine (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wake Forest School of Medicine, Winston-Salem, NC, USA","institution_ids":["https://openalex.org/I47251452"]},{"raw_affiliation_string":"Wake Forest School of Medicine (United States)","institution_ids":["https://openalex.org/I47251452"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5097493114","display_name":"Jillian Urban-Hobson","orcid":null},"institutions":[{"id":"https://openalex.org/I47251452","display_name":"Wake Forest University","ror":"https://ror.org/0207ad724","country_code":"US","type":"education","lineage":["https://openalex.org/I47251452"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jillian Urban-Hobson","raw_affiliation_strings":["Wake Forest School of Medicine (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wake Forest School of Medicine (United States)","institution_ids":["https://openalex.org/I47251452"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010507689","display_name":"Joel D. Stitzel","orcid":"https://orcid.org/0000-0001-9762-3033"},"institutions":[{"id":"https://openalex.org/I47251452","display_name":"Wake Forest University","ror":"https://ror.org/0207ad724","country_code":"US","type":"education","lineage":["https://openalex.org/I47251452"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joel Stitzel","raw_affiliation_strings":["Wake Forest School of Medicine, Winston-Salem, NC, USA","Wake Forest School of Medicine (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wake Forest School of Medicine, Winston-Salem, NC, USA","institution_ids":["https://openalex.org/I47251452"]},{"raw_affiliation_string":"Wake Forest School of Medicine (United States)","institution_ids":["https://openalex.org/I47251452"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000092822","display_name":"Christopher T. Whitlow","orcid":"https://orcid.org/0000-0003-2392-8293"},"institutions":[{"id":"https://openalex.org/I47251452","display_name":"Wake Forest University","ror":"https://ror.org/0207ad724","country_code":"US","type":"education","lineage":["https://openalex.org/I47251452"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christopher Whitlow","raw_affiliation_strings":["Wake Forest School of Medicine, Winston-Salem, NC, USA","Wake Forest School of Medicine (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wake Forest School of Medicine, Winston-Salem, NC, USA","institution_ids":["https://openalex.org/I47251452"]},{"raw_affiliation_string":"Wake Forest School of Medicine (United States)","institution_ids":["https://openalex.org/I47251452"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022779655","display_name":"Mireille E. Kelley","orcid":"https://orcid.org/0000-0003-3144-8011"},"institutions":[{"id":"https://openalex.org/I47251452","display_name":"Wake Forest University","ror":"https://ror.org/0207ad724","country_code":"US","type":"education","lineage":["https://openalex.org/I47251452"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mireille Kelley","raw_affiliation_strings":["Wake Forest School of Medicine, Winston-Salem, NC, USA","Wake Forest School of Medicine (United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wake Forest School of Medicine, Winston-Salem, NC, USA","institution_ids":["https://openalex.org/I47251452"]},{"raw_affiliation_string":"Wake Forest School of Medicine (United States)","institution_ids":["https://openalex.org/I47251452"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":12,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5135,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.62715066,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"10575","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9998999834060669,"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":0.9998999834060669,"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/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T10416","display_name":"Traumatic Brain Injury Research","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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":0.641430675983429},{"id":"https://openalex.org/keywords/cross-validation","display_name":"Cross-validation","score":0.5082828402519226},{"id":"https://openalex.org/keywords/football","display_name":"Football","score":0.4971907436847687},{"id":"https://openalex.org/keywords/functional-connectivity","display_name":"Functional connectivity","score":0.46348410844802856},{"id":"https://openalex.org/keywords/resting-state-fmri","display_name":"Resting state fMRI","score":0.4556884467601776},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4527665376663208},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4393296539783478},{"id":"https://openalex.org/keywords/association","display_name":"Association (psychology)","score":0.4105287194252014},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39814338088035583},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35512009263038635},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.22936677932739258},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.15897715091705322}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.641430675983429},{"id":"https://openalex.org/C27181475","wikidata":"https://www.wikidata.org/wiki/Q541014","display_name":"Cross-validation","level":2,"score":0.5082828402519226},{"id":"https://openalex.org/C2778444522","wikidata":"https://www.wikidata.org/wiki/Q1081491","display_name":"Football","level":2,"score":0.4971907436847687},{"id":"https://openalex.org/C3018011982","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Functional connectivity","level":2,"score":0.46348410844802856},{"id":"https://openalex.org/C66324658","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Resting state fMRI","level":2,"score":0.4556884467601776},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4527665376663208},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4393296539783478},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.4105287194252014},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39814338088035583},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35512009263038635},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.22936677932739258},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.15897715091705322},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1117/12.2293199","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2293199","pdf_url":null,"source":{"id":"https://openalex.org/S4306519508","display_name":"Medical Imaging 2018: Computer-Aided Diagnosis","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2018: Computer-Aided Diagnosis","raw_type":"proceedings-article"},{"id":"pmid:31787799","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31787799","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":"Proceedings of SPIE--the International Society for Optical Engineering","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:6884358","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6884358","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc SPIE Int Soc Opt Eng","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:6884358","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6884358","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc SPIE Int Soc Opt Eng","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1971356024","https://openalex.org/W1985327120","https://openalex.org/W1995471655","https://openalex.org/W2023981958","https://openalex.org/W2056132907","https://openalex.org/W2077991879","https://openalex.org/W2105876678","https://openalex.org/W2107447135","https://openalex.org/W2111066106","https://openalex.org/W2135707684","https://openalex.org/W2147472624","https://openalex.org/W2151591509","https://openalex.org/W2154373518","https://openalex.org/W2154776925","https://openalex.org/W4256188663","https://openalex.org/W6682129855","https://openalex.org/W6682981795"],"related_works":["https://openalex.org/W1520477417","https://openalex.org/W3150454329","https://openalex.org/W4250679599","https://openalex.org/W4236064658","https://openalex.org/W4232465970","https://openalex.org/W4244025530","https://openalex.org/W4233336045","https://openalex.org/W2283746446","https://openalex.org/W3145575137","https://openalex.org/W4252587867"],"abstract_inverted_index":{"The":[0,79,214],"effect":[1],"of":[2,25,71,81,139,147,210],"repetitive":[3],"sub-concussive":[4],"head":[5,62,111,211],"impact":[6,42,63,115,135,212],"exposure":[7,43,64,116],"in":[8,21,191],"contact":[9],"sports":[10],"like":[11],"American":[12],"football":[13],"on":[14],"brain":[15,72,166,174],"health":[16,73],"is":[17,141,161],"poorly":[18],"understood,":[19],"especially":[20],"the":[22,55,59,88,142,162,224,228],"understudied":[23],"populations":[24],"youth":[26],"and":[27,65,95,129,188,227,234],"high":[28,96,208,220],"school":[29],"players.":[30,107],"These":[31,108],"players,":[32],"aged":[33],"9-18":[34],"years":[35],"old":[36],"may":[37],"be":[38],"particularly":[39,120],"susceptible":[40],"to":[41,100,240],"as":[44],"their":[45,118,132,186],"brains":[46],"are":[47,84,98,125,183],"undergoing":[48],"rapid":[49],"maturation.":[50],"This":[51],"study":[52],"helps":[53],"fill":[54],"void":[56],"by":[57],"quantifying":[58],"association":[60,133],"between":[61,165],"functional":[66,163],"connectivity,":[67],"an":[68],"important":[69],"aspect":[70],"measurable":[74],"via":[75,153],"resting-state":[76],"fMRI":[77],"(rs-fMRI).":[78],"contributions":[80],"this":[82],"paper":[83],"three":[85],"fold.":[86],"First,":[87],"data":[89],"from":[90,127],"two":[91],"separate":[92],"studies":[93],"(youth":[94],"school)":[97],"combined":[99],"form":[101],"a":[102,192,203],"high-powered":[103],"analysis":[104,156],"with":[105,134,171],"60":[106],"players":[109],"experience":[110],"acceleration":[112],"within":[113],"overlapping":[114],"making":[117],"combination":[119],"appropriate.":[121],"Second,":[122],"multiple":[123,178],"features":[124],"extracted":[126,152],"rs-fMRI":[128],"tested":[130],"for":[131,185],"exposure.":[136,213],"One":[137],"type":[138,160],"feature":[140,159,225],"power":[143],"spectral":[144],"density":[145],"decomposition":[146],"intrinsic,":[148],"spatially":[149],"distributed":[150],"networks":[151],"independent":[154],"components":[155],"(ICA).":[157],"Another":[158],"connectivity":[164],"regions":[167],"known":[168],"often":[169],"associated":[170],"mild":[172],"traumatic":[173],"injury":[175],"(mTBI).":[176],"Third,":[177],"supervised":[179],"machine":[180],"learning":[181],"algorithms":[182],"evaluated":[184],"stability":[187],"predictive":[189],"accuracy":[190],"low":[193,206],"bias,":[194],"nested":[195,215],"cross-validation":[196],"modeling":[197],"framework.":[198],"Each":[199],"classifier":[200],"predicts":[201],"whether":[202],"player":[204],"sustained":[205],"or":[207],"levels":[209],"cross":[216],"validation":[217],"reveals":[218],"similarly":[219],"classification":[221],"performance":[222],"across":[223],"types,":[226],"Support":[229],"Vector,":[230],"Extremely":[231],"randomized":[232],"trees,":[233],"Gradboost":[235],"classifiers":[236],"achieve":[237],"F1-score":[238],"up":[239],"75%.":[241]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2018-03-29T00:00:00"}