{"id":"https://openalex.org/W3116677421","doi":"https://doi.org/10.1145/3395035.3425354","title":"Automated Detection of Optimal DBS Device Settings","display_name":"Automated Detection of Optimal DBS Device Settings","publication_year":2020,"publication_date":"2020-10-25","ids":{"openalex":"https://openalex.org/W3116677421","doi":"https://doi.org/10.1145/3395035.3425354","mag":"3116677421","pmid":"https://pubmed.ncbi.nlm.nih.gov/33937916"},"language":"en","primary_location":{"id":"doi:10.1145/3395035.3425354","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3395035.3425354","pdf_url":null,"source":{"id":"https://openalex.org/S4306506653","display_name":"Companion Publication of the 2020 International Conference on Multimodal Interaction","issn_l":null,"issn":null,"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Publication of the 2020 International Conference on Multimodal Interaction","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/8086638","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080907921","display_name":"Yaohan Ding","orcid":"https://orcid.org/0009-0004-6798-8313"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yaohan Ding","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067024073","display_name":"It\u0131r \u00d6nal Ertu\u011frul","orcid":"https://orcid.org/0000-0002-0999-8626"},"institutions":[{"id":"https://openalex.org/I193700539","display_name":"Tilburg University","ror":"https://ror.org/04b8v1s79","country_code":"NL","type":"education","lineage":["https://openalex.org/I193700539"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Itir Onal Ertugrul","raw_affiliation_strings":["Tilburg University, Tilburg, Netherlands"],"affiliations":[{"raw_affiliation_string":"Tilburg University, Tilburg, Netherlands","institution_ids":["https://openalex.org/I193700539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087803484","display_name":"Ali Darzi","orcid":"https://orcid.org/0000-0003-4529-9117"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ali Darzi","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081066977","display_name":"Nicole R. Provenza","orcid":"https://orcid.org/0000-0002-6952-5417"},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicole Provenza","raw_affiliation_strings":["Brown University, Providence , RI, USA"],"affiliations":[{"raw_affiliation_string":"Brown University, Providence , RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045790971","display_name":"L\u00e1szl\u00f3 A. Jeni","orcid":"https://orcid.org/0000-0002-2830-700X"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"L\u00e1szl\u00f3 A. Jeni","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086166956","display_name":"David A. Borton","orcid":"https://orcid.org/0000-0003-0710-3005"},"institutions":[{"id":"https://openalex.org/I27804330","display_name":"Brown University","ror":"https://ror.org/05gq02987","country_code":"US","type":"education","lineage":["https://openalex.org/I27804330"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Borton","raw_affiliation_strings":["Brown University, Providence, RI, USA"],"affiliations":[{"raw_affiliation_string":"Brown University, Providence, RI, USA","institution_ids":["https://openalex.org/I27804330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014105109","display_name":"Wayne K. Goodman","orcid":"https://orcid.org/0000-0001-6717-082X"},"institutions":[{"id":"https://openalex.org/I181547552","display_name":"Baylor College of Medicine","ror":"https://ror.org/02pttbw34","country_code":"US","type":"education","lineage":["https://openalex.org/I181547552","https://openalex.org/I2801539370"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wayne Goodman","raw_affiliation_strings":["Baylor College of Medicine, Houston, TX, USA"],"affiliations":[{"raw_affiliation_string":"Baylor College of Medicine, Houston, TX, USA","institution_ids":["https://openalex.org/I181547552"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000246394","display_name":"Jeffrey F. Cohn","orcid":"https://orcid.org/0000-0002-9393-1116"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey Cohn","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5080907921"],"corresponding_institution_ids":["https://openalex.org/I170201317"],"apc_list":null,"apc_paid":null,"fwci":2.5702,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.90460526,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"2020","issue":null,"first_page":"354","last_page":"356"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11123","display_name":"Obsessive-Compulsive Spectrum Disorders","score":1.0,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/T11123","display_name":"Obsessive-Compulsive Spectrum Disorders","score":1.0,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/T10919","display_name":"Neurological disorders and treatments","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"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/T10106","display_name":"Autism Spectrum Disorder Research","score":0.9966999888420105,"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/deep-brain-stimulation","display_name":"Deep brain stimulation","score":0.8514043092727661},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.7479672431945801},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.46164125204086304},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4609539806842804},{"id":"https://openalex.org/keywords/ventral-striatum","display_name":"Ventral striatum","score":0.4494273364543915},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.4335165023803711},{"id":"https://openalex.org/keywords/facial-expression","display_name":"Facial expression","score":0.43009477853775024},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.42750710248947144},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3458123803138733},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.31881994009017944},{"id":"https://openalex.org/keywords/striatum","display_name":"Striatum","score":0.2893628776073456},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2867717742919922},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.15085741877555847},{"id":"https://openalex.org/keywords/dopamine","display_name":"Dopamine","score":0.08071237802505493}],"concepts":[{"id":"https://openalex.org/C2778542668","wikidata":"https://www.wikidata.org/wiki/Q618076","display_name":"Deep brain stimulation","level":4,"score":0.8514043092727661},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.7479672431945801},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.46164125204086304},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4609539806842804},{"id":"https://openalex.org/C2776743251","wikidata":"https://www.wikidata.org/wiki/Q1319792","display_name":"Ventral striatum","level":4,"score":0.4494273364543915},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.4335165023803711},{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.43009477853775024},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.42750710248947144},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3458123803138733},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.31881994009017944},{"id":"https://openalex.org/C2780062018","wikidata":"https://www.wikidata.org/wiki/Q1319792","display_name":"Striatum","level":3,"score":0.2893628776073456},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2867717742919922},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.15085741877555847},{"id":"https://openalex.org/C513476851","wikidata":"https://www.wikidata.org/wiki/Q170304","display_name":"Dopamine","level":2,"score":0.08071237802505493},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1145/3395035.3425354","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3395035.3425354","pdf_url":null,"source":{"id":"https://openalex.org/S4306506653","display_name":"Companion Publication of the 2020 International Conference on Multimodal Interaction","issn_l":null,"issn":null,"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Publication of the 2020 International Conference on Multimodal Interaction","raw_type":"proceedings-article"},{"id":"pmid:33937916","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33937916","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":"Companion Publication of the 2020 International Conference on Multimodal Interaction","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:8086638","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8086638","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Companion Publ 2020 Int Conf Multimodal Interact","raw_type":"Text"},{"id":"pmh:uvt:oai:tilburguniversity.edu:publications/2fe80bac-374a-460b-aef6-46d190602fc3","is_oa":true,"landing_page_url":"https://research.tilburguniversity.edu/en/publications/2fe80bac-374a-460b-aef6-46d190602fc3","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Companion Publication of the 2020 International Conference on Multimodal Interaction","raw_type":"info:eu-repo/semantics/conferencepaper"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:8086638","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8086638","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Companion Publ 2020 Int Conf Multimodal Interact","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1596717185","https://openalex.org/W2000613248","https://openalex.org/W2011435572","https://openalex.org/W2092374332","https://openalex.org/W2123822033","https://openalex.org/W2147990606","https://openalex.org/W2163546575","https://openalex.org/W2295598076","https://openalex.org/W2593853439","https://openalex.org/W2795072727","https://openalex.org/W2898656266","https://openalex.org/W2962613364","https://openalex.org/W3000194772","https://openalex.org/W3102476541"],"related_works":["https://openalex.org/W622158969","https://openalex.org/W2518873333","https://openalex.org/W2114827170","https://openalex.org/W2991111293","https://openalex.org/W3031817477","https://openalex.org/W2806936602","https://openalex.org/W4226043135","https://openalex.org/W3028822299","https://openalex.org/W2914169380","https://openalex.org/W2269935284"],"abstract_inverted_index":{"Continuous":[0],"deep":[1],"brain":[2],"stimulation":[3],"(DBS)":[4],"of":[5,29,62,65,104,109,112],"the":[6],"ventral":[7],"striatum":[8],"(VS)":[9],"is":[10],"an":[11],"effective":[12],"treatment":[13],"for":[14],"severe,":[15],"treatment-refractory":[16],"obsessive-compulsive":[17],"disorder":[18],"(OCD).":[19],"Optimal":[20],"parameter":[21],"settings":[22],"are":[23,34,41],"signaled":[24],"by":[25,37],"a":[26,60,66],"mirth":[27,50,113],"response":[28],"intense":[30],"positive":[31],"affect,":[32],"which":[33,106],"subjectively":[35],"identified":[36],"clinicians.":[38],"Subjective":[39],"judgments":[40],"idiosyncratic":[42],"and":[43,72,80,93,97],"difficult":[44],"to":[45],"standardize.":[46],"To":[47],"objectively":[48],"measure":[49],"responses,":[51],"we":[52],"used":[53],"Automatic":[54],"Facial":[55],"Affect":[56],"Recognition":[57],"(AFAR)":[58],"in":[59],"series":[61],"longitudinal":[63],"assessments":[64],"patient":[67],"treated":[68],"with":[69,102],"DBS.":[70],"Pre-":[71],"post-adjustment":[73,98],"DBS":[74],"were":[75,100],"compared":[76],"using":[77],"both":[78],"statistical":[79],"machine":[81],"learning":[82],"approaches.":[83],"Positive":[84],"affect":[85],"was":[86],"significantly":[87],"higher":[88],"post-DBS":[89],"adjustment.":[90],"Using":[91],"SVM":[92],"XGBoost,":[94],"participant's":[95],"pre-":[96],"appearances":[99],"differentiated":[101],"<i>F</i>1":[103],"0.76,":[105],"suggests":[107],"feasibility":[108],"objective":[110],"measurement":[111],"response.":[114]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2021-01-05T00:00:00"}