{"id":"https://openalex.org/W2971872524","doi":"https://doi.org/10.1145/3341163.3347728","title":"Recurrent network based automatic detection of chronic pain protective behavior using MoCap and sEMG data","display_name":"Recurrent network based automatic detection of chronic pain protective behavior using MoCap and sEMG data","publication_year":2019,"publication_date":"2019-09-05","ids":{"openalex":"https://openalex.org/W2971872524","doi":"https://doi.org/10.1145/3341163.3347728","mag":"2971872524"},"language":"en","primary_location":{"id":"doi:10.1145/3341163.3347728","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3341163.3347728","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 23rd International Symposium on Wearable Computers","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://discovery.ucl.ac.uk/10078064/7/Wang_Recurrent%20Network%20based%20Automatic%20Detection%20of%20Chronic%20Pain%20Protective%20Behavior%20using%20MoCap%20and%20sEMG%20data_AAM.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100700778","display_name":"Chongyang Wang","orcid":"https://orcid.org/0000-0002-9819-088X"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Chongyang Wang","raw_affiliation_strings":["University College London"],"affiliations":[{"raw_affiliation_string":"University College London","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005187038","display_name":"Temitayo Olugbade","orcid":"https://orcid.org/0000-0002-2838-6131"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Temitayo A. Olugbade","raw_affiliation_strings":["University College London"],"affiliations":[{"raw_affiliation_string":"University College London","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020784139","display_name":"Akhil Mathur","orcid":"https://orcid.org/0000-0002-1475-3017"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Akhil Mathur","raw_affiliation_strings":["University College London"],"affiliations":[{"raw_affiliation_string":"University College London","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013594231","display_name":"Amanda C de C Williams","orcid":"https://orcid.org/0000-0003-3761-8704"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Amanda C. De C. Williams","raw_affiliation_strings":["University College London"],"affiliations":[{"raw_affiliation_string":"University College London","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045638679","display_name":"Nicholas D. Lane","orcid":"https://orcid.org/0000-0002-2728-8273"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nicholas D. Lane","raw_affiliation_strings":["University of Oxford"],"affiliations":[{"raw_affiliation_string":"University of Oxford","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072897829","display_name":"Nadia Bianchi\u2010Berthouze","orcid":"https://orcid.org/0000-0001-8921-0044"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nadia Bianchi-Berthouze","raw_affiliation_strings":["University College London"],"affiliations":[{"raw_affiliation_string":"University College London","institution_ids":["https://openalex.org/I45129253"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100700778"],"corresponding_institution_ids":["https://openalex.org/I45129253"],"apc_list":null,"apc_paid":null,"fwci":4.8152,"has_fulltext":true,"cited_by_count":40,"citation_normalized_percentile":{"value":0.95135176,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"225","last_page":"230"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10510","display_name":"Stroke Rehabilitation and Recovery","score":0.9926000237464905,"subfield":{"id":"https://openalex.org/subfields/2742","display_name":"Rehabilitation"},"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/T10510","display_name":"Stroke Rehabilitation and Recovery","score":0.9926000237464905,"subfield":{"id":"https://openalex.org/subfields/2742","display_name":"Rehabilitation"},"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6763842701911926},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6679487228393555},{"id":"https://openalex.org/keywords/rehabilitation","display_name":"Rehabilitation","score":0.6003828644752502},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.5696726441383362},{"id":"https://openalex.org/keywords/motion-capture","display_name":"Motion capture","score":0.5680800676345825},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.514451265335083},{"id":"https://openalex.org/keywords/movement","display_name":"Movement (music)","score":0.49826645851135254},{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.4766327142715454},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.45820286870002747},{"id":"https://openalex.org/keywords/chronic-pain","display_name":"Chronic pain","score":0.413079172372818},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.3999588191509247},{"id":"https://openalex.org/keywords/physical-therapy","display_name":"Physical therapy","score":0.24540278315544128},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.20171800255775452}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6763842701911926},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6679487228393555},{"id":"https://openalex.org/C2778818304","wikidata":"https://www.wikidata.org/wiki/Q1819478","display_name":"Rehabilitation","level":2,"score":0.6003828644752502},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.5696726441383362},{"id":"https://openalex.org/C48007421","wikidata":"https://www.wikidata.org/wiki/Q676252","display_name":"Motion capture","level":3,"score":0.5680800676345825},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.514451265335083},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.49826645851135254},{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.4766327142715454},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.45820286870002747},{"id":"https://openalex.org/C2781118164","wikidata":"https://www.wikidata.org/wiki/Q1088113","display_name":"Chronic pain","level":2,"score":0.413079172372818},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.3999588191509247},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.24540278315544128},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.20171800255775452},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3341163.3347728","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3341163.3347728","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 23rd International Symposium on Wearable Computers","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10078064","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10078064/","pdf_url":"https://discovery.ucl.ac.uk/10078064/7/Wang_Recurrent%20Network%20based%20Automatic%20Detection%20of%20Chronic%20Pain%20Protective%20Behavior%20using%20MoCap%20and%20sEMG%20data_AAM.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In:  Proceedings of the 23rd International Symposium on Wearable Computers (ISWC).  (pp. pp. 225-230).  ACM: Piscataway, NJ, USA. (2019)     ","raw_type":"Proceedings paper"}],"best_oa_location":{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10078064","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10078064/","pdf_url":"https://discovery.ucl.ac.uk/10078064/7/Wang_Recurrent%20Network%20based%20Automatic%20Detection%20of%20Chronic%20Pain%20Protective%20Behavior%20using%20MoCap%20and%20sEMG%20data_AAM.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In:  Proceedings of the 23rd International Symposium on Wearable Computers (ISWC).  (pp. pp. 225-230).  ACM: Piscataway, NJ, USA. (2019)     ","raw_type":"Proceedings paper"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.4399999976158142}],"awards":[{"id":"https://openalex.org/G2993262416","display_name":null,"funder_award_id":"EP/H017178/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W2971872524.pdf"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1527439439","https://openalex.org/W1689711448","https://openalex.org/W1964074910","https://openalex.org/W1970680563","https://openalex.org/W1978733227","https://openalex.org/W1996479851","https://openalex.org/W2007224798","https://openalex.org/W2023302299","https://openalex.org/W2026297770","https://openalex.org/W2026371421","https://openalex.org/W2043291789","https://openalex.org/W2064675550","https://openalex.org/W2067724039","https://openalex.org/W2073401630","https://openalex.org/W2083633028","https://openalex.org/W2098481605","https://openalex.org/W2099093791","https://openalex.org/W2148857358","https://openalex.org/W2149447901","https://openalex.org/W2150027103","https://openalex.org/W2155243985","https://openalex.org/W2162825184","https://openalex.org/W2167613032","https://openalex.org/W2184502093","https://openalex.org/W2283562276","https://openalex.org/W2344284192","https://openalex.org/W2473781013","https://openalex.org/W2513737264","https://openalex.org/W2531563875","https://openalex.org/W2573750720","https://openalex.org/W2585991502","https://openalex.org/W2604630936","https://openalex.org/W2620664872","https://openalex.org/W2793862951","https://openalex.org/W2912527805","https://openalex.org/W2964304750","https://openalex.org/W3101667008","https://openalex.org/W4241373517"],"related_works":["https://openalex.org/W2376139493","https://openalex.org/W2141253262","https://openalex.org/W3156756500","https://openalex.org/W2386293158","https://openalex.org/W2433638048","https://openalex.org/W2998716555","https://openalex.org/W1992153410","https://openalex.org/W4282981700","https://openalex.org/W2006061919","https://openalex.org/W1991002629"],"abstract_inverted_index":{"In":[0,35],"chronic":[1,128],"pain":[2,129],"physical":[3,130],"rehabilitation,":[4],"physiotherapists":[5],"adapt":[6],"exercise":[7],"sessions":[8],"according":[9],"to":[10,25,52,73,126],"the":[11,97,121],"movement":[12,28],"behavior":[13,48,50],"of":[14,46,99,109,123],"patients.":[15],"As":[16],"rehabilitation":[17,131],"moves":[18],"beyond":[19],"clinical":[20],"sessions,":[21],"technology":[22,125],"is":[23],"needed":[24],"similarly":[26],"assess":[27],"behaviors":[29],"and":[30,62,76,94],"provide":[31],"such":[32],"personalized":[33],"support.":[34],"this":[36],"paper,":[37],"as":[38,74],"a":[39],"first":[40],"step,":[41],"we":[42,80],"investigate":[43,67],"automatic":[44],"detection":[45,104],"protective":[47],"(movement":[49],"due":[51],"pain-related":[53],"fear":[54],"or":[55],"pain)":[56],"based":[57],"on":[58,103],"wearable":[59,124],"motion":[60],"capture":[61],"electromyography":[63],"sensor":[64],"data.":[65],"We":[66,88],"two":[68],"recurrent":[69],"networks":[70],"(RNN)":[71],"referred":[72],"stacked-LSTM":[75,116],"dual-stream":[77],"LSTM,":[78],"which":[79],"compare":[81],"with":[82],"related":[83],"deep":[84],"learning":[85],"(DL)":[86],"architectures.":[87],"further":[89],"explore":[90],"data":[91],"augmentation":[92],"techniques":[93],"additionally":[95],"analyze":[96],"impact":[98],"segmentation":[100],"window":[101],"lengths":[102],"performance.":[105],"The":[106],"leading":[107],"performance":[108],"0.815":[110],"mean":[111],"F1":[112],"score":[113],"achieved":[114],"by":[115],"provides":[117],"important":[118],"grounding":[119],"for":[120],"development":[122],"support":[127],"during":[132],"daily":[133],"activities.":[134]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":5}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}