{"id":"https://openalex.org/W7225958142","doi":null,"title":"Machine Learning Algorithms-Based Parkinson's Disease Using Voice and Hand Tremor Data","display_name":"Machine Learning Algorithms-Based Parkinson's Disease Using Voice and Hand Tremor Data","publication_year":2026,"publication_date":"2026-08-01","ids":{"openalex":"https://openalex.org/W7225958142"},"language":"en","primary_location":{"id":"pmh:oai:doaj.org/article:34a1e5b605fd4f20b92143952a635598","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/34a1e5b605fd4f20b92143952a635598","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Techniques (2026)","raw_type":"article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["doaj"],"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/A5109024781","display_name":"Ahmed Hammed Ayyal","orcid":"https://orcid.org/0009-0007-7985-0276","observed_orcids":["https://orcid.org/0009-0007-7985-0276"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ahmed Hammed Ayyal","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030041439","display_name":"Sadik Kamel Gharghan","orcid":"https://orcid.org/0000-0002-9071-1775","observed_orcids":["https://orcid.org/0000-0002-9071-1775","https://orcid.org/0000-0002-6561-5044"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sadik Kamel Gharghan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048412708","display_name":"Ammar Hussein Mutlag","orcid":"https://orcid.org/0000-0003-3595-4966","observed_orcids":["https://orcid.org/0000-0003-3595-4966"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ammar Hussein Mutlag","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109799929","display_name":"Ali Hussein Shaker","orcid":"https://orcid.org/0009-0002-1028-6957","observed_orcids":["https://orcid.org/0009-0002-1028-6957"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ali Hussein Shaker","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031968906","display_name":"Raad Farhood Chisab","orcid":"https://orcid.org/0000-0002-9622-8602","observed_orcids":["https://orcid.org/0000-0002-9622-8602"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Raad Farhood Chisab","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5161602482","display_name":"Vaibhav Bhatt","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vaibhav Bhatt","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.8589000105857849,"subfield":{"id":"https://openalex.org/subfields/3616","display_name":"Speech and Hearing"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.8589000105857849,"subfield":{"id":"https://openalex.org/subfields/3616","display_name":"Speech and Hearing"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.1282999962568283,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.0013000000035390258,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Clinical Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5947999954223633},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5239999890327454},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5178999900817871},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.501800000667572},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4973999857902527},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4092999994754791},{"id":"https://openalex.org/C175079658","wikidata":"https://www.wikidata.org/wiki/Q7312165","display_name":"Remote patient monitoring","level":2,"score":0.3939000070095062},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.34940001368522644},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.33820000290870667},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.3294000029563904},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.3172999918460846},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3138999938964844},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.3116999864578247},{"id":"https://openalex.org/C3018822202","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Patient data","level":2,"score":0.3059000074863434},{"id":"https://openalex.org/C2779951463","wikidata":"https://www.wikidata.org/wiki/Q7268788","display_name":"Quality of life (healthcare)","level":2,"score":0.30399999022483826},{"id":"https://openalex.org/C3018987647","wikidata":"https://www.wikidata.org/wiki/Q3221083","display_name":"Motor symptoms","level":4,"score":0.28110000491142273},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.27950000762939453},{"id":"https://openalex.org/C2780317758","wikidata":"https://www.wikidata.org/wiki/Q3339235","display_name":"Neurological disorder","level":3,"score":0.27459999918937683},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.2741999924182892},{"id":"https://openalex.org/C2986565385","wikidata":"https://www.wikidata.org/wiki/Q852453","display_name":"Motion sensors","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.2614000141620636},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.2547000050544739}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:doaj.org/article:34a1e5b605fd4f20b92143952a635598","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/34a1e5b605fd4f20b92143952a635598","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Techniques (2026)","raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Parkinson's":[0,68],"disease":[1],"(PD)":[2],"is":[3,46,80,173,183],"a":[4,82,100],"neurodegenerative":[5],"disorder":[6],"of":[7,36,41,104,157,179],"the":[8,39,59,121,128,161,199,204],"brain.":[9],"Dopaminergic":[10],"melanocytes,":[11],"which":[12],"produce":[13],"dopamine":[14,28],"and":[15,64,116,124,143,194,214],"transmit":[16],"nerve":[17],"signals,":[18],"slowly":[19],"die,":[20],"leading":[21],"to":[22,31,48,67,98,119,131,147,198],"disease.":[23],"In":[24],"this":[25,149,186],"regard,":[26],"low":[27],"levels":[29],"lead":[30],"symptoms":[32,42,61],"that":[33,53,85,221],"reduce":[34],"quality":[35],"life.":[37],"Monitoring":[38],"progression":[40],"in":[43,55,62,91,136,165],"PD":[44,83,106,222],"patients":[45,63],"crucial":[47],"prevent":[49],"tragic":[50],"outcomes.":[51],"Given":[52],"changes":[54,90,135,172],"vocal":[56,93],"measurements":[57],"are":[58,65,71],"earliest":[60],"specific":[66],"disease,":[69],"they":[70],"highly":[72],"effective":[73],"for":[74,170],"monitoring":[75,105,156],"its":[76],"progression.":[77,107],"Hand":[78],"tremor":[79],"also":[81],"symptom":[84,158],"can":[86,223],"be":[87,224],"associated":[88],"with":[89,226],"PD-related":[92],"measurements.":[94],"This":[95,108,139],"study":[96],"aims":[97],"develop":[99],"smart":[101],"model":[102,109,140,153],"capable":[103],"relies":[110],"on":[111,185],"machine":[112],"learning":[113],"(ML)":[114],"algorithms":[115,182,219],"audiometric":[117],"data":[118],"select":[120],"best":[122],"algorithm":[123,206],"integrate":[125],"it":[126],"into":[127],"proposed":[129,152],"system":[130],"predict":[132],"Parkinsonian":[133],"voice":[134],"real":[137],"time.":[138],"integrates":[141],"IoT":[142],"wireless":[144],"medical":[145,166],"sensors":[146],"achieve":[148],"goal.":[150],"The":[151,168,217],"enables":[154],"remote":[155],"development":[159],"without":[160],"patient":[162],"being":[163],"present":[164],"facilities.":[167],"dataset":[169],"audio":[171],"obtained":[174],"from":[175],"Kaggle.":[176],"A":[177],"set":[178],"three":[180],"ML":[181,218],"trained":[184],"data:":[187],"Extra":[188],"Trees":[189],"(ET),":[190],"Random":[191],"Forests":[192],"(RF),":[193],"XGBoost":[195],"(XGB).":[196],"According":[197],"approved":[200],"performance":[201],"evaluation":[202],"criteria,":[203],"ET":[205],"excelled,":[207],"reaching":[208],"98.31%":[209],"classification":[210],"accuracy,":[211],"96.30%":[212],"sensitivity,":[213],"100%":[215],"specificity.":[216],"reveal":[220],"diagnosed":[225],"high":[227],"accuracy.":[228]},"counts_by_year":[],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2026-11-13T00:00:00"}
