{"id":"https://openalex.org/W4226395005","doi":"https://doi.org/10.1109/tbme.2022.3140258","title":"Detection of Freezing of Gait Using Convolutional Neural Networks and Data From Lower Limb Motion Sensors","display_name":"Detection of Freezing of Gait Using Convolutional Neural Networks and Data From Lower Limb Motion Sensors","publication_year":2022,"publication_date":"2022-01-05","ids":{"openalex":"https://openalex.org/W4226395005","doi":"https://doi.org/10.1109/tbme.2022.3140258","pmid":"https://pubmed.ncbi.nlm.nih.gov/34986092"},"language":"en","primary_location":{"id":"doi:10.1109/tbme.2022.3140258","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2022.3140258","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5029595208","display_name":"Bohan Shi","orcid":"https://orcid.org/0000-0003-0338-724X"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Bohan Shi","raw_affiliation_strings":["Department of Electrical and Computer Engineering, National University of Singapore, Singapore","Activate Interactive Pte. Ltd., National University of Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-0338-724X","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Activate Interactive Pte. Ltd., National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085887197","display_name":"Arthur Tay","orcid":"https://orcid.org/0000-0002-3197-2369"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Arthur Tay","raw_affiliation_strings":["Department of Electrical and Computer Engineering, National University of Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-3197-2369","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112754668","display_name":"Wang Lok Au","orcid":null},"institutions":[{"id":"https://openalex.org/I4210131313","display_name":"National Neuroscience Institute","ror":"https://ror.org/03d58dr58","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I4210131313"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"W. L. Au","raw_affiliation_strings":["Department of Neurology, National Neuroscience Institute, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-1572-7259","affiliations":[{"raw_affiliation_string":"Department of Neurology, National Neuroscience Institute, Singapore","institution_ids":["https://openalex.org/I4210131313"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077502627","display_name":"Dawn M. L. Tan","orcid":"https://orcid.org/0000-0002-5948-237X"},"institutions":[{"id":"https://openalex.org/I2251586001","display_name":"Singapore General Hospital","ror":"https://ror.org/036j6sg82","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I2251586001"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Dawn M. L. Tan","raw_affiliation_strings":["Department of Physiotherapy, Singapore General Hospital, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-5948-237X","affiliations":[{"raw_affiliation_string":"Department of Physiotherapy, Singapore General Hospital, Singapore","institution_ids":["https://openalex.org/I2251586001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055582475","display_name":"Nicole Shuang Yu Chia","orcid":"https://orcid.org/0000-0002-5330-5014"},"institutions":[{"id":"https://openalex.org/I4210131313","display_name":"National Neuroscience Institute","ror":"https://ror.org/03d58dr58","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I4210131313"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Nicole S. Y. Chia","raw_affiliation_strings":["Department of Neurology, National Neuroscience Institute, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-5330-5014","affiliations":[{"raw_affiliation_string":"Department of Neurology, National Neuroscience Institute, Singapore","institution_ids":["https://openalex.org/I4210131313"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040456855","display_name":"Shih\u2010Cheng Yen","orcid":"https://orcid.org/0000-0001-7723-0072"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Shih-Cheng Yen","raw_affiliation_strings":["Innovation and Design Programme, Faculty of Engineering, National University of Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-7723-0072","affiliations":[{"raw_affiliation_string":"Innovation and Design Programme, Faculty of Engineering, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.5648,"has_fulltext":false,"cited_by_count":85,"citation_normalized_percentile":{"value":0.98442897,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"69","issue":"7","first_page":"2256","last_page":"2267"},"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":0.9975000023841858,"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":0.9975000023841858,"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/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/3612","display_name":"Physical Therapy, Sports Therapy and Rehabilitation"},"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7496843338012695},{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.6286180019378662},{"id":"https://openalex.org/keywords/inertial-measurement-unit","display_name":"Inertial measurement unit","score":0.5823565125465393},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5743584036827087},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5723357796669006},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.4846644997596741},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.481214314699173},{"id":"https://openalex.org/keywords/time-domain","display_name":"Time domain","score":0.45992952585220337},{"id":"https://openalex.org/keywords/remote-patient-monitoring","display_name":"Remote patient monitoring","score":0.4235192835330963},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.4149194359779358},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3618149757385254},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3514419198036194},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.3060322403907776},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18218693137168884}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7496843338012695},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.6286180019378662},{"id":"https://openalex.org/C79061980","wikidata":"https://www.wikidata.org/wiki/Q941680","display_name":"Inertial measurement unit","level":2,"score":0.5823565125465393},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5743584036827087},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5723357796669006},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.4846644997596741},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.481214314699173},{"id":"https://openalex.org/C103824480","wikidata":"https://www.wikidata.org/wiki/Q185889","display_name":"Time domain","level":2,"score":0.45992952585220337},{"id":"https://openalex.org/C175079658","wikidata":"https://www.wikidata.org/wiki/Q7312165","display_name":"Remote patient monitoring","level":2,"score":0.4235192835330963},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.4149194359779358},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3618149757385254},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3514419198036194},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.3060322403907776},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18218693137168884},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005684","descriptor_name":"Gait","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":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020233","descriptor_name":"Gait Disorders, Neurologic","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D020233","descriptor_name":"Gait Disorders, Neurologic","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D020233","descriptor_name":"Gait Disorders, Neurologic","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D020233","descriptor_name":"Gait Disorders, Neurologic","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D020233","descriptor_name":"Gait Disorders, Neurologic","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D020233","descriptor_name":"Gait Disorders, Neurologic","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":true},{"descriptor_ui":"D035002","descriptor_name":"Lower Extremity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035002","descriptor_name":"Lower Extremity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D035002","descriptor_name":"Lower Extremity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tbme.2022.3140258","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2022.3140258","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Biomedical Engineering","raw_type":"journal-article"},{"id":"pmid:34986092","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34986092","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":"IEEE transactions on bio-medical engineering","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":73,"referenced_works":["https://openalex.org/W1862394037","https://openalex.org/W1964200076","https://openalex.org/W1975677477","https://openalex.org/W1988930537","https://openalex.org/W1991500224","https://openalex.org/W1999608853","https://openalex.org/W2013818400","https://openalex.org/W2018211893","https://openalex.org/W2018727741","https://openalex.org/W2039539123","https://openalex.org/W2051562663","https://openalex.org/W2062278196","https://openalex.org/W2062804064","https://openalex.org/W2063024868","https://openalex.org/W2068775553","https://openalex.org/W2069510922","https://openalex.org/W2073799274","https://openalex.org/W2077560786","https://openalex.org/W2082543143","https://openalex.org/W2108572733","https://openalex.org/W2111886785","https://openalex.org/W2114809517","https://openalex.org/W2118978333","https://openalex.org/W2127199892","https://openalex.org/W2128892560","https://openalex.org/W2136883398","https://openalex.org/W2148969844","https://openalex.org/W2149476088","https://openalex.org/W2152062145","https://openalex.org/W2152276356","https://openalex.org/W2152587981","https://openalex.org/W2155837945","https://openalex.org/W2159552567","https://openalex.org/W2169089437","https://openalex.org/W2171181994","https://openalex.org/W2187640574","https://openalex.org/W2192203593","https://openalex.org/W2234020491","https://openalex.org/W2527824850","https://openalex.org/W2584311212","https://openalex.org/W2610332124","https://openalex.org/W2670714916","https://openalex.org/W2754802224","https://openalex.org/W2765693785","https://openalex.org/W2781500572","https://openalex.org/W2786704622","https://openalex.org/W2791463426","https://openalex.org/W2797694788","https://openalex.org/W2808918082","https://openalex.org/W2885333657","https://openalex.org/W2891970851","https://openalex.org/W2897984607","https://openalex.org/W2901519529","https://openalex.org/W2905810301","https://openalex.org/W2942750102","https://openalex.org/W2944339144","https://openalex.org/W2951467890","https://openalex.org/W2954375104","https://openalex.org/W2955425717","https://openalex.org/W2982083293","https://openalex.org/W2989608208","https://openalex.org/W2999044305","https://openalex.org/W3013838736","https://openalex.org/W3081703360","https://openalex.org/W3158621908","https://openalex.org/W4211044101","https://openalex.org/W4211123396","https://openalex.org/W6638444622","https://openalex.org/W6638667902","https://openalex.org/W6755310813","https://openalex.org/W6758094429","https://openalex.org/W6762718338","https://openalex.org/W6803520655"],"related_works":["https://openalex.org/W2091018038","https://openalex.org/W2225378543","https://openalex.org/W9839718","https://openalex.org/W3110613631","https://openalex.org/W4287122200","https://openalex.org/W2742744817","https://openalex.org/W2040913503","https://openalex.org/W3166845860","https://openalex.org/W3202472720","https://openalex.org/W2393010104"],"abstract_inverted_index":{"Parkinson's":[0],"disease":[1,72],"(PD)":[2],"is":[3,14,25],"a":[4,62,182,188],"chronic,":[5],"non-reversible":[6],"neurodegenerative":[7],"disorder,":[8],"and":[9,32,46,54,73,103,160,187],"freezing":[10,77],"of":[11,16,30,39,58,105,123,142,185,191],"gait":[12],"(FOG)":[13],"one":[15],"the":[17,27,56,71,100,111,121,124,129,139,157,162,168,174],"most":[18],"disabling":[19],"symptoms":[20],"in":[21],"PD":[22,48,144],"as":[23],"it":[24],"often":[26],"leading":[28],"cause":[29],"falls":[31],"injuries":[33],"that":[34,173],"drastically":[35],"reduces":[36],"patients'":[37],"quality":[38],"life.":[40],"In":[41,116],"order":[42],"to":[43,87,133,155,166,180],"monitor":[44],"continuously":[45],"objectively":[47],"patients":[49,75,145],"who":[50,146],"suffer":[51],"from":[52,93,109,135,148],"FOG":[53,64,89,106,158],"enable":[55],"possibility":[57],"on-demand":[59],"cueing":[60],"assistance,":[61],"sensor-based":[63],"detection":[65],"solution":[66],"can":[67],"help":[68,74],"clinicians":[69],"manage":[70],"overcome":[76],"episodes.":[78],"Many":[79],"recent":[80],"studies":[81],"have":[82],"leveraged":[83],"deep":[84],"learning":[85],"models":[86],"detect":[88,156],"using":[90],"signals":[91,134],"extracted":[92],"inertial":[94],"measurement":[95],"unit":[96],"(IMU)":[97],"devices.":[98],"Usually,":[99],"latent":[101],"features":[102],"patterns":[104],"are":[107],"discovered":[108],"either":[110],"time":[112],"or":[113],"frequency":[114],"domain.":[115],"this":[117],"study,":[118],"we":[119],"investigated":[120],"use":[122],"time-frequency":[125],"domain":[126],"by":[127],"applying":[128],"Continuous":[130],"Wavelet":[131],"Transform":[132],"IMUs":[136],"placed":[137],"on":[138],"lower":[140],"limbs":[141],"63":[143],"suffered":[147],"FOG.":[149],"We":[150],"built":[151],"convolutional":[152],"neural":[153],"networks":[154],"occurrences,":[159],"employed":[161],"Bayesian":[163],"Optimisation":[164],"approach":[165],"obtain":[167],"hyper-parameters.":[169],"The":[170],"results":[171],"showed":[172],"proposed":[175],"subject-independent":[176],"model":[177],"was":[178],"able":[179],"achieve":[181],"geometric":[183],"mean":[184],"90.7%":[186],"F1":[189],"score":[190],"91.5%.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":28},{"year":2024,"cited_by_count":25},{"year":2023,"cited_by_count":16},{"year":2022,"cited_by_count":4}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
