{"id":"https://openalex.org/W2529404907","doi":"https://doi.org/10.1186/s12859-016-1218-z","title":"Successful classification of cocaine dependence using brain imaging: a generalizable machine learning approach","display_name":"Successful classification of cocaine dependence using brain imaging: a generalizable machine learning approach","publication_year":2016,"publication_date":"2016-10-01","ids":{"openalex":"https://openalex.org/W2529404907","doi":"https://doi.org/10.1186/s12859-016-1218-z","mag":"2529404907","pmid":"https://pubmed.ncbi.nlm.nih.gov/27766943"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-016-1218-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-016-1218-z","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-016-1218-z","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/s12859-016-1218-z","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046182499","display_name":"Mutlu Mete","orcid":"https://orcid.org/0000-0003-0600-8073"},"institutions":[{"id":"https://openalex.org/I206651237","display_name":"Texas A&M University \u2013 Commerce","ror":"https://ror.org/01red3556","country_code":"US","type":"education","lineage":["https://openalex.org/I206651237"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mutlu Mete","raw_affiliation_strings":["Department of Computer Science and Information Systems, Texas A&M University-Commerce, Commerce, TX, USA. Mutlu.Mete@tamuc.edu","Department of Computer Science and Information Systems, Texas A&M University-Commerce, Commerce, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Systems, Texas A&M University-Commerce, Commerce, TX, USA. Mutlu.Mete@tamuc.edu","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Science and Information Systems, Texas A&M University-Commerce, Commerce, USA","institution_ids":["https://openalex.org/I206651237"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051887580","display_name":"\u00dcnal Sako\u011flu","orcid":"https://orcid.org/0000-0003-2056-077X"},"institutions":[{"id":"https://openalex.org/I52913039","display_name":"University of Houston - Clear Lake","ror":"https://ror.org/01t817z14","country_code":"US","type":"education","lineage":["https://openalex.org/I52913039"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Unal Sakoglu","raw_affiliation_strings":["Computer Engineering, University of Houston - Clear Lake, Houston, TX, USA","Computer Engineering, University of Houston \u2013 Clear Lake, Houston, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Engineering, University of Houston - Clear Lake, Houston, TX, USA","institution_ids":[]},{"raw_affiliation_string":"Computer Engineering, University of Houston \u2013 Clear Lake, Houston, USA","institution_ids":["https://openalex.org/I52913039"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003966683","display_name":"Jeffrey S. Spence","orcid":"https://orcid.org/0000-0002-2652-3307"},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey S. Spence","raw_affiliation_strings":["Center for Brain Health, University of Texas at Dallas, Richardson, TX, USA","Center for Brain Health, University of Texas at Dallas, Richardson, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Brain Health, University of Texas at Dallas, Richardson, TX, USA","institution_ids":["https://openalex.org/I162577319"]},{"raw_affiliation_string":"Center for Brain Health, University of Texas at Dallas, Richardson, USA","institution_ids":["https://openalex.org/I162577319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070439658","display_name":"Michael D. Devous","orcid":"https://orcid.org/0000-0002-6871-0063"},"institutions":[{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"education","lineage":["https://openalex.org/I867280407"]},{"id":"https://openalex.org/I4388891891","display_name":"Southwestern Medical Center","ror":"https://ror.org/05d80e146","country_code":null,"type":"healthcare","lineage":["https://openalex.org/I4388891891"]},{"id":"https://openalex.org/I4210096815","display_name":"Southwestern Medical Center","ror":"https://ror.org/00t9vx427","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210096815"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael D. Devous","raw_affiliation_strings":["Avid Radiopharmaceuticals, Philadelphia, PA, USA","Department of Neurology, UT Southwestern Medical Center, Dallas, TX, USA","Department of Neurology, UT Southwestern Medical Center, Dallas, USA","Avid Radiopharmaceuticals, Philadelphia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Avid Radiopharmaceuticals, Philadelphia, PA, USA","institution_ids":[]},{"raw_affiliation_string":"Department of Neurology, UT Southwestern Medical Center, Dallas, TX, USA","institution_ids":["https://openalex.org/I867280407","https://openalex.org/I4210096815","https://openalex.org/I4388891891"]},{"raw_affiliation_string":"Department of Neurology, UT Southwestern Medical Center, Dallas, USA","institution_ids":["https://openalex.org/I867280407","https://openalex.org/I4210096815","https://openalex.org/I4388891891"]},{"raw_affiliation_string":"Avid Radiopharmaceuticals, Philadelphia, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076261339","display_name":"Thomas S. Harris","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thomas S. Harris","raw_affiliation_strings":["Avid Radiopharmaceuticals, Philadelphia, PA, USA","Avid Radiopharmaceuticals, Philadelphia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Avid Radiopharmaceuticals, Philadelphia, PA, USA","institution_ids":[]},{"raw_affiliation_string":"Avid Radiopharmaceuticals, Philadelphia, USA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060955934","display_name":"Bryon Adinoff","orcid":"https://orcid.org/0000-0002-7464-2642"},"institutions":[{"id":"https://openalex.org/I4210104138","display_name":"VA North Texas Health Care System","ror":"https://ror.org/01nzxq896","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1322918889","https://openalex.org/I2799886695","https://openalex.org/I4210104138","https://openalex.org/I4210144023"]},{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"education","lineage":["https://openalex.org/I867280407"]},{"id":"https://openalex.org/I4210096815","display_name":"Southwestern Medical Center","ror":"https://ror.org/00t9vx427","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210096815"]},{"id":"https://openalex.org/I4388891891","display_name":"Southwestern Medical Center","ror":"https://ror.org/05d80e146","country_code":null,"type":"healthcare","lineage":["https://openalex.org/I4388891891"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bryon Adinoff","raw_affiliation_strings":["Department of Psychiatry, UT Southwestern Medical Center, Dallas, TX, USA","Veterans Affairs North Texas Health Care System, Dallas, TX, USA","Department of Psychiatry, UT Southwestern Medical Center, Dallas, USA","Veterans Affairs North Texas Health Care System, Dallas, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, UT Southwestern Medical Center, Dallas, TX, USA","institution_ids":["https://openalex.org/I867280407","https://openalex.org/I4210096815","https://openalex.org/I4388891891"]},{"raw_affiliation_string":"Veterans Affairs North Texas Health Care System, Dallas, TX, USA","institution_ids":["https://openalex.org/I4210104138"]},{"raw_affiliation_string":"Department of Psychiatry, UT Southwestern Medical Center, Dallas, USA","institution_ids":["https://openalex.org/I867280407","https://openalex.org/I4210096815","https://openalex.org/I4388891891"]},{"raw_affiliation_string":"Veterans Affairs North Texas Health Care System, Dallas, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5046182499"],"corresponding_institution_ids":["https://openalex.org/I206651237"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":1.1781,"has_fulltext":true,"cited_by_count":46,"citation_normalized_percentile":{"value":0.76801385,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"17","issue":"S13","first_page":"357","last_page":"357"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10056","display_name":"Neurotransmitter Receptor Influence on Behavior","score":0.3070000112056732,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular 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/T10056","display_name":"Neurotransmitter Receptor Influence on Behavior","score":0.3070000112056732,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular 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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.19040000438690186,"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/T10042","display_name":"Neural and Behavioral Psychology Studies","score":0.09070000052452087,"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/voxel","display_name":"Voxel","score":0.794041097164154},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7415391206741333},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6937589049339294},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6722825169563293},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.5772314667701721},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5523678064346313},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48263201117515564},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.47760459780693054},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.42716777324676514},{"id":"https://openalex.org/keywords/statistical-parametric-mapping","display_name":"Statistical parametric mapping","score":0.41074106097221375},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.24684613943099976},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.23633217811584473},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.16314342617988586},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.1502244472503662},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.09591349959373474}],"concepts":[{"id":"https://openalex.org/C54170458","wikidata":"https://www.wikidata.org/wiki/Q663554","display_name":"Voxel","level":2,"score":0.794041097164154},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7415391206741333},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6937589049339294},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6722825169563293},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.5772314667701721},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5523678064346313},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48263201117515564},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.47760459780693054},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.42716777324676514},{"id":"https://openalex.org/C39313694","wikidata":"https://www.wikidata.org/wiki/Q2940624","display_name":"Statistical parametric mapping","level":3,"score":0.41074106097221375},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.24684613943099976},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.23633217811584473},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.16314342617988586},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1502244472503662},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.09591349959373474}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","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":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019970","descriptor_name":"Cocaine-Related Disorders","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D019970","descriptor_name":"Cocaine-Related Disorders","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D019970","descriptor_name":"Cocaine-Related Disorders","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D019970","descriptor_name":"Cocaine-Related Disorders","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D019970","descriptor_name":"Cocaine-Related Disorders","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D019970","descriptor_name":"Cocaine-Related Disorders","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D019970","descriptor_name":"Cocaine-Related Disorders","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D019970","descriptor_name":"Cocaine-Related Disorders","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D019970","descriptor_name":"Cocaine-Related Disorders","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1186/s12859-016-1218-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-016-1218-z","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-016-1218-z","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:27766943","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/27766943","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:5073995","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5073995","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/s12859-016-1218-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-016-1218-z","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-016-1218-z","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":[{"score":0.8299999833106995,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G2827575226","display_name":null,"funder_award_id":"DA023203","funder_id":"https://openalex.org/F4320337347","funder_display_name":"National Institute on Drug Abuse"},{"id":"https://openalex.org/G6044329509","display_name":null,"funder_award_id":"DA11434","funder_id":"https://openalex.org/F4320337347","funder_display_name":"National Institute on Drug Abuse"},{"id":"https://openalex.org/G8528657998","display_name":null,"funder_award_id":"UL1TR000451","funder_id":"https://openalex.org/F4320310169","funder_display_name":"University of Texas Southwestern Medical Center"},{"id":"https://openalex.org/G8890153754","display_name":null,"funder_award_id":"TX-W-20090427-0004-50","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320310169","display_name":"University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690"},{"id":"https://openalex.org/F4320337347","display_name":"National Institute on Drug Abuse","ror":"https://ror.org/00fq5cm18"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2529404907.pdf","grobid_xml":"https://content.openalex.org/works/W2529404907.grobid-xml"},"referenced_works_count":49,"referenced_works":["https://openalex.org/W1499382263","https://openalex.org/W1499836032","https://openalex.org/W1519178192","https://openalex.org/W1530334477","https://openalex.org/W1673310716","https://openalex.org/W1749348419","https://openalex.org/W1965555277","https://openalex.org/W1969016224","https://openalex.org/W1997677703","https://openalex.org/W1998302204","https://openalex.org/W2003193193","https://openalex.org/W2009120241","https://openalex.org/W2017026977","https://openalex.org/W2030237649","https://openalex.org/W2031677665","https://openalex.org/W2039486340","https://openalex.org/W2056081184","https://openalex.org/W2056243685","https://openalex.org/W2058046532","https://openalex.org/W2058378835","https://openalex.org/W2066848874","https://openalex.org/W2078530990","https://openalex.org/W2080036690","https://openalex.org/W2087347434","https://openalex.org/W2087961634","https://openalex.org/W2089849067","https://openalex.org/W2093456323","https://openalex.org/W2094749375","https://openalex.org/W2100275048","https://openalex.org/W2117140276","https://openalex.org/W2126350472","https://openalex.org/W2132129501","https://openalex.org/W2135264250","https://openalex.org/W2136148445","https://openalex.org/W2136479525","https://openalex.org/W2136763711","https://openalex.org/W2143426320","https://openalex.org/W2143826137","https://openalex.org/W2148601182","https://openalex.org/W2153635508","https://openalex.org/W2156909104","https://openalex.org/W2160385588","https://openalex.org/W2162333503","https://openalex.org/W2167710455","https://openalex.org/W2171831801","https://openalex.org/W2483592743","https://openalex.org/W3120421331","https://openalex.org/W6603989641","https://openalex.org/W6676567033"],"related_works":["https://openalex.org/W3027020613","https://openalex.org/W2016533837","https://openalex.org/W3167885074","https://openalex.org/W2892386716","https://openalex.org/W4306164210","https://openalex.org/W1998563493","https://openalex.org/W4313316311","https://openalex.org/W4362608745","https://openalex.org/W2119508653","https://openalex.org/W2129529516"],"abstract_inverted_index":{"BACKGROUND:":[0],"Neuroimaging":[1],"studies":[2],"have":[3,24],"yielded":[4],"significant":[5],"advances":[6,23],"in":[7,31,96,149,193,201,214,277,280,317,325,340],"the":[8,15,75,132,182,240,248,326,331,341],"understanding":[9,350],"of":[10,19,36,55,99,134,168,239,272,288,334,343,351],"neural":[11],"processes":[12],"relevant":[13,246,253],"to":[14,40,50,116,130,143,247,254],"development":[16],"and":[17,58,80,108,176,210,219,225,229,234,265,270,297,307,337,347],"persistence":[18],"addiction.":[20],"However,":[21],"these":[22],"not":[25],"explored":[26],"extensively":[27],"for":[28,67,162,231,236],"diagnostic":[29],"accuracy":[30,178],"human":[32],"subjects.":[33],"The":[34,185,291,314],"aim":[35],"this":[37,62,318],"study":[38,319],"was":[39,78,127,140,159,179],"develop":[41,117],"a":[42,46,64,93,118,198],"statistical":[43,153,308],"approach,":[44],"using":[45,301],"machine":[47],"learning":[48],"framework,":[49],"correctly":[51],"classify":[52],"brain":[53,70,171,278,322,335],"images":[54,88],"cocaine-dependent":[56,103,281,296],"participants":[57,104,282,300],"healthy":[59,109,298],"controls.":[60],"In":[61],"study,":[63],"framework":[65],"suitable":[66],"educing":[68],"potential":[69],"regions":[71,172,252,279,315,323],"that":[72],"differed":[73],"between":[74],"two":[76],"groups":[77],"developed":[79],"implemented.":[81],"Single":[82],"Photon":[83],"Emission":[84],"Computerized":[85],"Tomography":[86],"(SPECT)":[87],"obtained":[89],"during":[90],"rest":[91],"or":[92],"saline":[94],"infusion":[95],"three":[97],"cohorts":[98],"2-4":[100],"week":[101],"abstinent":[102],"(n":[105,111],"=":[106,112],"93)":[107],"controls":[110],"69)":[113],"were":[114,173,205,227],"used":[115,142,161],"classification":[119,177],"model.":[120],"An":[121],"information":[122,305],"theoretic-based":[123,306],"feature":[124],"selection":[125],"algorithm":[126,139],"first":[128],"conducted":[129],"reduce":[131],"number":[133],"voxels.":[135],"A":[136,152],"density-based":[137],"clustering":[138],"then":[141,160],"form":[144],"spatially":[145,169,190],"connected":[146,170,191],"voxel":[147],"clouds":[148],"three-dimensional":[150],"space.":[151],"classifier,":[154],"Support":[155],"Vectors":[156],"Machine":[157],"(SVM),":[158],"participant":[163],"classification.":[164],"Statistically":[165],"insignificant":[166],"voxels":[167,192,302],"removed":[174],"iteratively":[175],"reported":[180,324],"through":[181],"iterations.":[183],"RESULTS:":[184],"voxel-based":[186],"analysis":[187],"identified":[188],"1,500":[189],"30":[194,241],"distinct":[195],"clusters":[196,243],"after":[197],"grid":[199],"search":[200],"SVM":[202],"parameters.":[203],"Participants":[204],"successfully":[206,294],"classified":[207,295],"with":[208,285,304,321],"0.88":[209],"0.89":[211,230],"F-measure":[212],"accuracies":[213],"10-fold":[215],"cross":[216],"validation":[217],"(10xCV)":[218],"leave-one-out":[220],"(LOO)":[221],"approaches,":[222],"respectively.":[223],"Sensitivity":[224],"specificity":[226],"0.90":[228],"LOO;":[232],"0.83":[233,235],"10xCV.":[237],"Many":[238],"selected":[242,303],"are":[244,283],"highly":[245],"addictive":[249],"process,":[250],"including":[251],"cognitive":[255],"control,":[256],"default":[257],"mode":[258],"network":[259],"related":[260],"self-referential":[261],"thought,":[262],"behavioral":[263],"inhibition,":[264],"contextual":[266],"memories.":[267],"Relative":[268],"hyperactivity":[269],"hypoactivity":[271],"regional":[273],"cerebral":[274],"blood":[275],"flow":[276],"presented":[284],"corresponding":[286],"level":[287],"significance.":[289],"CONCLUSIONS:":[290],"SVM-based":[292,338],"approach":[293],"control":[299],"methods":[309],"from":[310],"participants'":[311],"SPECT":[312],"data.":[313],"found":[316],"align":[320],"literature.":[327],"These":[328],"findings":[329],"support":[330],"future":[332],"use":[333,345],"imaging":[336],"classifier":[339],"diagnosis":[342],"substance":[344],"disorders":[346],"furthering":[348],"an":[349],"their":[352],"underlying":[353],"pathology.":[354]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
