{"id":"https://openalex.org/W3210968912","doi":"https://doi.org/10.1109/jbhi.2021.3122299","title":"A Multi-Modal Gait Analysis-Based Detection System of the Risk of Depression","display_name":"A Multi-Modal Gait Analysis-Based Detection System of the Risk of Depression","publication_year":2021,"publication_date":"2021-10-26","ids":{"openalex":"https://openalex.org/W3210968912","doi":"https://doi.org/10.1109/jbhi.2021.3122299","mag":"3210968912","pmid":"https://pubmed.ncbi.nlm.nih.gov/34699374"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2021.3122299","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3122299","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","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/A5101520498","display_name":"Wei Shao","orcid":"https://orcid.org/0000-0002-5602-8710"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei Shao","raw_affiliation_strings":["Gansu Provincial Key Laboratory of Wearable Computing, School of information Science and Engineering, Lanzhou University, Gansu, China"],"affiliations":[{"raw_affiliation_string":"Gansu Provincial Key Laboratory of Wearable Computing, School of information Science and Engineering, Lanzhou University, Gansu, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021299428","display_name":"Zhiyang You","orcid":"https://orcid.org/0000-0002-7587-2976"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyang You","raw_affiliation_strings":["Gansu Provincial Key Laboratory of Wearable Computing, School of information Science and Engineering, Lanzhou University, Gansu, China"],"affiliations":[{"raw_affiliation_string":"Gansu Provincial Key Laboratory of Wearable Computing, School of information Science and Engineering, Lanzhou University, Gansu, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086202454","display_name":"Lesheng Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lesheng Liang","raw_affiliation_strings":["Gansu Provincial Key Laboratory of Wearable Computing, School of information Science and Engineering, Lanzhou University, Gansu, China"],"affiliations":[{"raw_affiliation_string":"Gansu Provincial Key Laboratory of Wearable Computing, School of information Science and Engineering, Lanzhou University, Gansu, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007941489","display_name":"Xiping Hu","orcid":"https://orcid.org/0000-0002-4952-699X"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiping Hu","raw_affiliation_strings":["Gansu Provincial Key Laboratory of Wearable Computing, School of information Science and Engineering, Lanzhou University, Gansu, China","School of Intelligent Systems Engineering, Sun Yat-sen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Gansu Provincial Key Laboratory of Wearable Computing, School of information Science and Engineering, Lanzhou University, Gansu, China","institution_ids":["https://openalex.org/I76214153"]},{"raw_affiliation_string":"School of Intelligent Systems Engineering, Sun Yat-sen University, Shenzhen, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059967200","display_name":"Chengming Li","orcid":"https://orcid.org/0000-0002-4592-3875"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengming Li","raw_affiliation_strings":["School of Intelligent Systems Engineering, Sun Yat-sen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"School of Intelligent Systems Engineering, Sun Yat-sen University, Shenzhen, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100391896","display_name":"Wei Wang","orcid":"https://orcid.org/0000-0002-1717-5785"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Wang","raw_affiliation_strings":["School of Intelligent Systems Engineering, Sun Yat-sen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"School of Intelligent Systems Engineering, Sun Yat-sen University, Shenzhen, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100380066","display_name":"Bin Hu","orcid":"https://orcid.org/0000-0003-3514-5413"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Hu","raw_affiliation_strings":["Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China","Institute of Engineering Medicine, Beijing Institute of Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]},{"raw_affiliation_string":"Institute of Engineering Medicine, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5101520498"],"corresponding_institution_ids":["https://openalex.org/I76214153"],"apc_list":null,"apc_paid":null,"fwci":2.1154,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.86890754,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"26","issue":"10","first_page":"4859","last_page":"4868"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12740","display_name":"Gait Recognition and Analysis","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12740","display_name":"Gait Recognition and Analysis","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9520999789237976,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/silhouette","display_name":"Silhouette","score":0.8097847700119019},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6704584360122681},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6431187391281128},{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.6326215267181396},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5967106223106384},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.5680004954338074},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5190511345863342},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.4771827459335327},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.47152480483055115},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.45433029532432556},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.4483550488948822},{"id":"https://openalex.org/keywords/gait-analysis","display_name":"Gait analysis","score":0.44583702087402344},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4124462604522705},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3316609263420105},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.16994506120681763},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1263675093650818},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.10334116220474243}],"concepts":[{"id":"https://openalex.org/C58103923","wikidata":"https://www.wikidata.org/wiki/Q2286025","display_name":"Silhouette","level":2,"score":0.8097847700119019},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6704584360122681},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6431187391281128},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.6326215267181396},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5967106223106384},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.5680004954338074},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5190511345863342},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.4771827459335327},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47152480483055115},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.45433029532432556},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.4483550488948822},{"id":"https://openalex.org/C173906292","wikidata":"https://www.wikidata.org/wiki/Q1493441","display_name":"Gait analysis","level":3,"score":0.44583702087402344},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4124462604522705},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3316609263420105},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.16994506120681763},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1263675093650818},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.10334116220474243},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000077107","descriptor_name":"Gait Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077107","descriptor_name":"Gait Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077107","descriptor_name":"Gait Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001699","descriptor_name":"Biometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001699","descriptor_name":"Biometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001699","descriptor_name":"Biometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"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":"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}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2021.3122299","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3122299","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:34699374","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34699374","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 journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1561263780","display_name":null,"funder_award_id":"61632014","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3214453966","display_name":null,"funder_award_id":"61627808","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W1909058433","https://openalex.org/W1965306520","https://openalex.org/W1983082418","https://openalex.org/W2064675550","https://openalex.org/W2122111042","https://openalex.org/W2125283600","https://openalex.org/W2126680226","https://openalex.org/W2153635508","https://openalex.org/W2170036349","https://openalex.org/W2171590421","https://openalex.org/W2227927117","https://openalex.org/W2311329665","https://openalex.org/W2322772590","https://openalex.org/W2504851880","https://openalex.org/W2560243781","https://openalex.org/W2560253279","https://openalex.org/W2562703451","https://openalex.org/W2746444102","https://openalex.org/W2752268423","https://openalex.org/W2761326642","https://openalex.org/W2788029111","https://openalex.org/W2789528847","https://openalex.org/W2796829982","https://openalex.org/W2897665217","https://openalex.org/W2912087117","https://openalex.org/W2916695504","https://openalex.org/W2946775517","https://openalex.org/W2951467890","https://openalex.org/W2963150697","https://openalex.org/W2963301258","https://openalex.org/W2964341143","https://openalex.org/W2970963824","https://openalex.org/W2972637407","https://openalex.org/W2973839564","https://openalex.org/W2983663688","https://openalex.org/W2988295649","https://openalex.org/W2991276178","https://openalex.org/W2993644972","https://openalex.org/W3015315333","https://openalex.org/W3024263211","https://openalex.org/W3035119815","https://openalex.org/W3049053186","https://openalex.org/W3083908532","https://openalex.org/W3094340550","https://openalex.org/W3096159073","https://openalex.org/W3109709077","https://openalex.org/W3111789454","https://openalex.org/W3116201721","https://openalex.org/W3133566102","https://openalex.org/W3136070377","https://openalex.org/W3150888135","https://openalex.org/W3156073374"],"related_works":["https://openalex.org/W120096811","https://openalex.org/W2945912943","https://openalex.org/W4254098118","https://openalex.org/W2124490647","https://openalex.org/W2923160319","https://openalex.org/W2587763979","https://openalex.org/W2133973503","https://openalex.org/W627697492","https://openalex.org/W2471060339","https://openalex.org/W2148547327"],"abstract_inverted_index":{"Currently,":[0],"depression":[1,21,47,59,70,89,230],"has":[2],"become":[3],"a":[4,17,36,66,83,92,124,140,211,226],"common":[5],"mental":[6],"disorder,":[7],"especially":[8],"among":[9],"postgraduates.":[10],"It":[11],"is":[12,225],"reported":[13],"that":[14,73,223],"postgraduates":[15],"have":[16],"higher":[18,190],"risk":[19,45],"of":[20,46,58,145,162,181,215],"than":[22,191],"the":[23,56,149,155,159,166,178,192,205,216],"general":[24],"public,":[25],"and":[26,38,62,77,90,115,134,151,158,219],"they":[27],"are":[28],"more":[29,60],"sensitive":[30],"to":[31,54,87,98,128],"contact":[32],"with":[33,123],"others.":[34],"Thus,":[35],"non-contact":[37],"effective":[39],"method":[40,72,198],"for":[41,229],"detecting":[42],"people":[43],"at":[44,154,165,175],"becomes":[48],"an":[49],"urgent":[50],"demand.":[51],"In":[52],"order":[53],"make":[55],"recognition":[57],"reliable":[61],"convenient,":[63],"we":[64,81,103,138,209],"propose":[65,82],"multi-modal":[67,141,171,197],"gait":[68,217,224],"analysis-based":[69],"detection":[71],"combines":[74],"skeleton":[75,84],"modality":[76],"silhouette":[78,110,130],"modality.":[79],"Firstly,":[80],"feature":[85,156],"set":[86],"describe":[88],"train":[91],"Long":[93],"Short-Term":[94],"Memory":[95],"(LSTM)":[96],"model":[97,143,172],"conduct":[99],"sequence":[100],"strategy.":[101],"Secondly,":[102],"generate":[104],"Gait":[105],"Energy":[106],"Image":[107],"(GEI)":[108],"as":[109],"features":[111,131],"from":[112,132,148],"RGB":[113],"videos,":[114],"design":[116,210],"two":[117],"Convolutional":[118],"Neural":[119],"Network":[120],"(CNN)":[121],"models":[122],"new":[125],"loss":[126],"function":[127],"extract":[129],"front":[133,150],"side":[135,152],"perspectives.":[136],"Then,":[137],"construct":[139],"fusion":[142],"consisting":[144,180],"fusing":[146],"silhouettes":[147],"views":[153],"level":[157],"classification":[160],"results":[161,221],"different":[163],"modalities":[164],"decision":[167],"level.":[168],"The":[169,196],"proposed":[170],"achieved":[173],"accuracy":[174],"85.45%":[176],"in":[177],"dataset":[179],"200":[182],"postgraduate":[183],"students":[184],"(including":[185],"86":[186],"depressive":[187],"ones),":[188],"5.17%":[189],"best":[193],"single-mode":[194],"model.":[195],"also":[199],"shows":[200],"improved":[201],"generalization":[202],"by":[203],"reducing":[204],"gender":[206],"differences.":[207],"Furthermore,":[208],"vivid":[212],"3D":[213],"visualization":[214],"skeletons,":[218],"our":[220],"imply":[222],"potent":[227],"biometric":[228],"detection.":[231]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":5}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}