{"id":"https://openalex.org/W4302283513","doi":"https://doi.org/10.1007/s10916-022-01857-5","title":"A Two-stream Convolutional Network for Musculoskeletal and Neurological Disorders Prediction","display_name":"A Two-stream Convolutional Network for Musculoskeletal and Neurological Disorders Prediction","publication_year":2022,"publication_date":"2022-10-06","ids":{"openalex":"https://openalex.org/W4302283513","doi":"https://doi.org/10.1007/s10916-022-01857-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/36201114"},"language":"en","primary_location":{"id":"doi:10.1007/s10916-022-01857-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-022-01857-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-022-01857-5.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10916-022-01857-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024752448","display_name":"Manli Zhu","orcid":"https://orcid.org/0000-0002-8231-5342"},"institutions":[{"id":"https://openalex.org/I32394136","display_name":"Northumbria University","ror":"https://ror.org/049e6bc10","country_code":"GB","type":"education","lineage":["https://openalex.org/I32394136"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Manli Zhu","raw_affiliation_strings":["Department of Computer and Information Sciences, Northumbria University, Newcastle upon Tyne, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, Northumbria University, Newcastle upon Tyne, UK","institution_ids":["https://openalex.org/I32394136"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035047195","display_name":"Qianhui Men","orcid":"https://orcid.org/0000-0002-0059-5484"},"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":"Qianhui Men","raw_affiliation_strings":["Department of Engineering Science, University of Oxford, Oxford, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering Science, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080180158","display_name":"Edmond S. L. Ho","orcid":"https://orcid.org/0000-0001-5862-106X"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Edmond S. L. Ho","raw_affiliation_strings":["School of Computing Science, University of Glasgow, Glasgow, UK"],"raw_orcid":"https://orcid.org/0000-0001-5862-106X","affiliations":[{"raw_affiliation_string":"School of Computing Science, University of Glasgow, Glasgow, UK","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001617092","display_name":"Howard Leung","orcid":"https://orcid.org/0000-0002-2633-2965"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Howard Leung","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Kowloon, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Kowloon, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038258635","display_name":"Hubert P. H. Shum","orcid":"https://orcid.org/0000-0001-5651-6039"},"institutions":[{"id":"https://openalex.org/I190082696","display_name":"Durham University","ror":"https://ror.org/01v29qb04","country_code":"GB","type":"education","lineage":["https://openalex.org/I190082696"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Hubert P. H. Shum","raw_affiliation_strings":["Department of Computer Science, Durham University, Durham, UK. hubert.shum@durham.ac.uk","Department of Computer Science, Durham University, Durham, UK"],"raw_orcid":"https://orcid.org/0000-0001-5651-6039","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Durham University, Durham, UK. hubert.shum@durham.ac.uk","institution_ids":["https://openalex.org/I190082696"]},{"raw_affiliation_string":"Department of Computer Science, Durham University, Durham, UK","institution_ids":["https://openalex.org/I190082696"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5038258635"],"corresponding_institution_ids":["https://openalex.org/I190082696"],"apc_list":{"value":4390,"currency":"USD","value_usd":4390},"apc_paid":{"value":4390,"currency":"USD","value_usd":4390},"fwci":0.5014,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.65595458,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"46","issue":"11","first_page":"76","last_page":"76"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11227","display_name":"Diabetic Foot Ulcer Assessment and Management","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T11227","display_name":"Diabetic Foot Ulcer Assessment and Management","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/T11018","display_name":"Lower Extremity Biomechanics and Pathologies","score":0.9927999973297119,"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/T10105","display_name":"Osteoarthritis Treatment and Mechanisms","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/2745","display_name":"Rheumatology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8074016571044922},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6341311931610107},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.6309694051742554},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5750054717063904},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5723474621772766},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4973800480365753},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.4925166070461273},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4845656454563141},{"id":"https://openalex.org/keywords/stride","display_name":"STRIDE","score":0.4680725336074829},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35413658618927},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3353491425514221}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8074016571044922},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6341311931610107},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.6309694051742554},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5750054717063904},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5723474621772766},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4973800480365753},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.4925166070461273},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4845656454563141},{"id":"https://openalex.org/C18007350","wikidata":"https://www.wikidata.org/wiki/Q7394815","display_name":"STRIDE","level":2,"score":0.4680725336074829},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35413658618927},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3353491425514221},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009422","descriptor_name":"Nervous System Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D009422","descriptor_name":"Nervous System Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D009422","descriptor_name":"Nervous System Diseases","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D009422","descriptor_name":"Nervous System Diseases","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":true},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D042241","descriptor_name":"Early Diagnosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D042241","descriptor_name":"Early Diagnosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D042241","descriptor_name":"Early Diagnosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D042241","descriptor_name":"Early Diagnosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":9,"locations":[{"id":"doi:10.1007/s10916-022-01857-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-022-01857-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-022-01857-5.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},{"id":"pmid:36201114","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36201114","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":"Journal of medical systems","raw_type":null},{"id":"pmh:oai:research-information.bris.ac.uk:publications/fca76e99-c4a8-410e-8eb3-400e24f3a4ac","is_oa":true,"landing_page_url":"https://research-information.bris.ac.uk/en/publications/fca76e99-c4a8-410e-8eb3-400e24f3a4ac","pdf_url":null,"source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Zhu, M, Men, Q, Ho, E S L, Leung, H & Shum, H P H 2022, 'A Two-stream Convolutional Network for Musculoskeletal and Neurological Disorders Prediction', Journal of Medical Systems, vol. 46, 76. https://doi.org/10.1007/s10916-022-01857-5","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:dro.dur.ac.uk.OAI2:36798","is_oa":true,"landing_page_url":"http://dro.dur.ac.uk/36798/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400188","display_name":"Durham Research Online (Durham University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I190082696","host_organization_name":"Durham University","host_organization_lineage":["https://openalex.org/I190082696"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Journal of Medical Systems, 2022, Vol.46(11), pp.76 [Peer Reviewed Journal]","raw_type":"Article"},{"id":"pmh:oai:eprints.gla.ac.uk:277385","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Articles"},{"id":"pmh:oai:durham-repository.worktribe.com:1193536","is_oa":true,"landing_page_url":"https://durham-repository.worktribe.com/output/1193536","pdf_url":null,"source":{"id":"https://openalex.org/S4306400188","display_name":"Durham Research Online (Durham University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I190082696","host_organization_name":"Durham University","host_organization_lineage":["https://openalex.org/I190082696"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9537228","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9537228","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Med Syst","raw_type":"Text"},{"id":"pmh:oai:pure.atira.dk:publications/fb45d580-8942-4919-b291-3acd0b5af90d","is_oa":true,"landing_page_url":"https://hdl.handle.net/2031/fb45d580-8942-4919-b291-3acd0b5af90d","pdf_url":null,"source":{"id":"https://openalex.org/S7407055387","display_name":"CityU Scholars","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Zhu, M, Men, Q, Ho, E S L, Leung, H & Shum, H P H 2022, 'A Two-stream Convolutional Network for Musculoskeletal and Neurological Disorders Prediction', Journal of Medical Systems, vol. 46, no. 11, 76. https://doi.org/10.1007/s10916-022-01857-5","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:research-information.bris.ac.uk:openaire/fca76e99-c4a8-410e-8eb3-400e24f3a4ac","is_oa":true,"landing_page_url":"https://hdl.handle.net/1983/fca76e99-c4a8-410e-8eb3-400e24f3a4ac","pdf_url":null,"source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Zhu, M, Men, Q, Ho, E S L, Leung, H & Shum, H P H 2022, 'A Two-stream Convolutional Network for Musculoskeletal and Neurological Disorders Prediction', Journal of Medical Systems, vol. 46, 76. https://doi.org/10.1007/s10916-022-01857-5","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1007/s10916-022-01857-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-022-01857-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-022-01857-5.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G531938765","display_name":null,"funder_award_id":"IES\\R1\\191147","funder_id":"https://openalex.org/F4320320006","funder_display_name":"Royal Society"}],"funders":[{"id":"https://openalex.org/F4320320006","display_name":"Royal Society","ror":"https://ror.org/03wnrjx87"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4302283513.pdf","grobid_xml":"https://content.openalex.org/works/W4302283513.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W1792812020","https://openalex.org/W1970493599","https://openalex.org/W2009398857","https://openalex.org/W2034124533","https://openalex.org/W2048365541","https://openalex.org/W2059881600","https://openalex.org/W2062689141","https://openalex.org/W2107387209","https://openalex.org/W2113640817","https://openalex.org/W2120785797","https://openalex.org/W2124852855","https://openalex.org/W2139084921","https://openalex.org/W2142181855","https://openalex.org/W2148143831","https://openalex.org/W2169015023","https://openalex.org/W2752782242","https://openalex.org/W2766618171","https://openalex.org/W2901299686","https://openalex.org/W2912944512","https://openalex.org/W2913575235","https://openalex.org/W2916523621","https://openalex.org/W2916879374","https://openalex.org/W2934533499","https://openalex.org/W2941201298","https://openalex.org/W2947343305","https://openalex.org/W2949980035","https://openalex.org/W2954996726","https://openalex.org/W2968726102","https://openalex.org/W2979421026","https://openalex.org/W2980180565","https://openalex.org/W2995864059","https://openalex.org/W2998976823","https://openalex.org/W3011419123","https://openalex.org/W3016342624","https://openalex.org/W3024518141","https://openalex.org/W3034999503","https://openalex.org/W3045493465","https://openalex.org/W3111251756","https://openalex.org/W3133520287","https://openalex.org/W3174222500","https://openalex.org/W3176923149","https://openalex.org/W4200583049","https://openalex.org/W4292122152","https://openalex.org/W6600281463"],"related_works":["https://openalex.org/W2347597433","https://openalex.org/W2389023277","https://openalex.org/W2562411628","https://openalex.org/W2378211422","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W3167935049","https://openalex.org/W3029198973"],"abstract_inverted_index":{"Musculoskeletal":[0],"and":[1,15,32,132,178,238,241],"neurological":[2,239],"disorders":[3],"are":[4],"the":[5,33,84,92,100,105,138,141,153,157,172,179,182,198,214],"most":[6],"common":[7],"causes":[8],"of":[9,22,87,94,143,156,160,175,185,213,228,246],"walking":[10,25],"problems":[11],"among":[12],"older":[13],"people,":[14],"they":[16],"often":[17],"lead":[18],"to":[19,91,152,196],"diminished":[20],"quality":[21],"life.":[23],"Analyzing":[24],"motion":[26,231],"data":[27,215],"manually":[28],"requires":[29],"trained":[30],"professionals":[31],"evaluations":[34],"may":[35],"not":[36,61],"always":[37],"be":[38],"objective.":[39],"To":[40],"facilitate":[41],"early":[42],"diagnosis,":[43,206],"recent":[44],"deep":[45,76],"learning-based":[46],"methods":[47,114],"have":[48,60],"shown":[49],"promising":[50],"results":[51,208],"for":[52,205,216],"automated":[53],"analysis,":[54],"which":[55,207],"can":[56],"discover":[57],"patterns":[58,200],"that":[59,71,125,232],"been":[62],"found":[63],"in":[64,201,209],"traditional":[65],"machine":[66],"learning":[67,77,170],"methods.":[68,250],"We":[69,189,220],"observe":[70],"existing":[72],"work":[73],"mostly":[74],"applies":[75],"on":[78],"individual":[79,129],"joint":[80,88,130,176,187],"features":[81,97,131,134,147],"such":[82,98],"as":[83,99,135],"time":[85,173,183],"series":[86,174,184],"positions.":[89],"Due":[90,151],"challenge":[93],"discovering":[95,144],"inter-joint":[96,133],"distance":[101],"between":[102],"feet":[103],"(i.e.":[104],"stride":[106],"width)":[107],"from":[108,140,148,171,181],"generally":[109],"smaller-scale":[110],"medical":[111],"datasets,":[112],"these":[113,202],"usually":[115],"perform":[116],"sub-optimally.":[117],"As":[118],"a":[119,123,164,192,210,225,243],"result,":[120],"we":[121,162],"propose":[122],"solution":[124],"explicitly":[126],"takes":[127],"both":[128],"input,":[136],"relieving":[137],"system":[139,223],"need":[142],"more":[145],"complicated":[146],"small":[149],"data.":[150],"distinctive":[154],"nature":[155],"two":[158,203],"types":[159],"features,":[161],"introduce":[163],"two-stream":[165],"framework,":[166],"with":[167,224,236],"one":[168],"stream":[169],"position":[177],"other":[180],"relative":[186],"displacement.":[188],"further":[190],"develop":[191],"mid-layer":[193],"fusion":[194],"module":[195],"combine":[197],"discovered":[199],"streams":[204],"complementary":[211],"representation":[212],"better":[217],"prediction":[218,244],"performance.":[219],"validate":[221],"our":[222],"benchmark":[226],"dataset":[227],"3D":[229],"skeleton":[230],"involves":[233],"45":[234],"patients":[235],"musculoskeletal":[237],"disorders,":[240],"achieve":[242],"accuracy":[245],"95.56%,":[247],"outperforming":[248],"state-of-the-art":[249]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":4}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}