{"id":"https://openalex.org/W4386257485","doi":"https://doi.org/10.1109/icit58056.2023.10225962","title":"Training Machine Learning Classifiers on Differentiating Major Depressive Disorder and Parkinson's Disease Using Cognitive Performance","display_name":"Training Machine Learning Classifiers on Differentiating Major Depressive Disorder and Parkinson's Disease Using Cognitive Performance","publication_year":2023,"publication_date":"2023-08-09","ids":{"openalex":"https://openalex.org/W4386257485","doi":"https://doi.org/10.1109/icit58056.2023.10225962"},"language":"en","primary_location":{"id":"doi:10.1109/icit58056.2023.10225962","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icit58056.2023.10225962","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Information Technology (ICIT)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047893323","display_name":"Aya Mousa","orcid":"https://orcid.org/0000-0002-7356-4523"},"institutions":[{"id":"https://openalex.org/I21215505","display_name":"Al-Quds University","ror":"https://ror.org/04hym7e04","country_code":"PS","type":"education","lineage":["https://openalex.org/I21215505"]}],"countries":["PS"],"is_corresponding":true,"raw_author_name":"Aya Mousa","raw_affiliation_strings":["Al-Quds University,Palestinian Neuroscience Initiative,Jerusalem,Palestine","Palestinian Neuroscience Initiative, Al-Quds University, Jerusalem, Palestine"],"affiliations":[{"raw_affiliation_string":"Al-Quds University,Palestinian Neuroscience Initiative,Jerusalem,Palestine","institution_ids":["https://openalex.org/I21215505"]},{"raw_affiliation_string":"Palestinian Neuroscience Initiative, Al-Quds University, Jerusalem, Palestine","institution_ids":["https://openalex.org/I21215505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022166337","display_name":"Ashar Y. Natsheh","orcid":"https://orcid.org/0000-0001-5323-0529"},"institutions":[{"id":"https://openalex.org/I21215505","display_name":"Al-Quds University","ror":"https://ror.org/04hym7e04","country_code":"PS","type":"education","lineage":["https://openalex.org/I21215505"]}],"countries":["PS"],"is_corresponding":false,"raw_author_name":"Ashar Natsheh","raw_affiliation_strings":["Al-Quds University,Palestinian Neuroscience Initiative,Jerusalem,Palestine","Palestinian Neuroscience Initiative, Al-Quds University, Jerusalem, Palestine"],"affiliations":[{"raw_affiliation_string":"Al-Quds University,Palestinian Neuroscience Initiative,Jerusalem,Palestine","institution_ids":["https://openalex.org/I21215505"]},{"raw_affiliation_string":"Palestinian Neuroscience Initiative, Al-Quds University, Jerusalem, Palestine","institution_ids":["https://openalex.org/I21215505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043992622","display_name":"Rashid Jayousi","orcid":"https://orcid.org/0000-0002-3685-5516"},"institutions":[{"id":"https://openalex.org/I21215505","display_name":"Al-Quds University","ror":"https://ror.org/04hym7e04","country_code":"PS","type":"education","lineage":["https://openalex.org/I21215505"]}],"countries":["PS"],"is_corresponding":false,"raw_author_name":"Rashid Jayousi","raw_affiliation_strings":["Al-Quds University,Computer Science Department,Jerusalem,Palestine","Computer Science Department, Al-Quds University, Jerusalem, Palestine"],"affiliations":[{"raw_affiliation_string":"Al-Quds University,Computer Science Department,Jerusalem,Palestine","institution_ids":["https://openalex.org/I21215505"]},{"raw_affiliation_string":"Computer Science Department, Al-Quds University, Jerusalem, Palestine","institution_ids":["https://openalex.org/I21215505"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048896677","display_name":"Mohammad M. Herzallah","orcid":"https://orcid.org/0000-0002-7808-481X"},"institutions":[{"id":"https://openalex.org/I21215505","display_name":"Al-Quds University","ror":"https://ror.org/04hym7e04","country_code":"PS","type":"education","lineage":["https://openalex.org/I21215505"]}],"countries":["PS"],"is_corresponding":false,"raw_author_name":"Mohammad M. Herzallah","raw_affiliation_strings":["Al-Quds University,Palestinian Neuroscience Initiative,Jerusalem,Palestine","Palestinian Neuroscience Initiative, Al-Quds University, Jerusalem, Palestine"],"affiliations":[{"raw_affiliation_string":"Al-Quds University,Palestinian Neuroscience Initiative,Jerusalem,Palestine","institution_ids":["https://openalex.org/I21215505"]},{"raw_affiliation_string":"Palestinian Neuroscience Initiative, Al-Quds University, Jerusalem, Palestine","institution_ids":["https://openalex.org/I21215505"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5047893323"],"corresponding_institution_ids":["https://openalex.org/I21215505"],"apc_list":null,"apc_paid":null,"fwci":0.2108,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.57436465,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"18","issue":null,"first_page":"230","last_page":"235"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9883999824523926,"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"}},"topics":[{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9883999824523926,"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/T10919","display_name":"Neurological disorders and treatments","score":0.9462000131607056,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9144999980926514,"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/major-depressive-disorder","display_name":"Major depressive disorder","score":0.7921607494354248},{"id":"https://openalex.org/keywords/parkinsons-disease","display_name":"Parkinson's disease","score":0.5970353484153748},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.5889253616333008},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5707837343215942},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5594848990440369},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.46260392665863037},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.44860461354255676},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.37396514415740967},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.34889793395996094},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.32755550742149353},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.29095548391342163},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.10729900002479553}],"concepts":[{"id":"https://openalex.org/C2780051608","wikidata":"https://www.wikidata.org/wiki/Q42844","display_name":"Major depressive disorder","level":3,"score":0.7921607494354248},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.5970353484153748},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5889253616333008},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5707837343215942},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5594848990440369},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.46260392665863037},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.44860461354255676},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.37396514415740967},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.34889793395996094},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.32755550742149353},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.29095548391342163},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.10729900002479553}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icit58056.2023.10225962","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icit58056.2023.10225962","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Information Technology (ICIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W232876404","https://openalex.org/W1736658383","https://openalex.org/W1952758786","https://openalex.org/W1964940342","https://openalex.org/W2009552365","https://openalex.org/W2050549724","https://openalex.org/W2084777005","https://openalex.org/W2110760370","https://openalex.org/W2118144793","https://openalex.org/W2125283600","https://openalex.org/W2128728535","https://openalex.org/W2136570995","https://openalex.org/W2216946510","https://openalex.org/W2290145898","https://openalex.org/W2621976903","https://openalex.org/W2801113291","https://openalex.org/W2902620820","https://openalex.org/W2909205746","https://openalex.org/W3088476598","https://openalex.org/W3128321165","https://openalex.org/W6609126827","https://openalex.org/W6757978351"],"related_works":["https://openalex.org/W2229271988","https://openalex.org/W2129863591","https://openalex.org/W438207291","https://openalex.org/W4401814285","https://openalex.org/W1596769710","https://openalex.org/W3212388099","https://openalex.org/W2923497059","https://openalex.org/W2978363435","https://openalex.org/W359363153","https://openalex.org/W4401252597"],"abstract_inverted_index":{"Machine-learning":[0],"(ML)":[1],"algorithms":[2,95],"are":[3],"extensively":[4],"employed":[5],"to":[6,62,91,99],"develop":[7],"early":[8,32],"detection":[9,33],"tools":[10],"for":[11],"neurological":[12],"and":[13,19,28,43,55,105],"psychiatric":[14],"diseases.":[15],"Parkinson's":[16],"disease":[17],"(PD)":[18],"major":[20],"depressive":[21],"disorder":[22],"(MDD)":[23],"have":[24],"significantly":[25],"high":[26],"comorbidity":[27],"prodromal":[29],"presentation.":[30],"Consequently,":[31],"can":[34],"help":[35],"improve":[36],"the":[37,88],"quality":[38],"of":[39,41,80],"life":[40],"MDD":[42,54,64,104],"PD":[44],"patients.":[45],"Here,":[46],"we":[47],"examined":[48],"whether":[49],"distinguish":[50],"between":[51,101],"patients":[52,102],"with":[53,77,103],"PD.":[56,66,106],"We":[57],"deployed":[58],"five":[59],"machine-learning":[60],"classifiers":[61],"differentiate":[63,100],"from":[65,73],"The":[67],"best":[68],"test":[69],"classification":[70],"was":[71],"obtained":[72],"logistic":[74],"regression":[75],"classifier":[76],"an":[78],"accuracy":[79],"91":[81],"%.":[82],"To":[83],"our":[84],"knowledge,":[85],"this":[86],"is":[87],"first":[89],"study":[90],"apply":[92],"machine":[93],"learning":[94],"on":[96],"cognitive":[97],"performance":[98]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}