{"id":"https://openalex.org/W3141268668","doi":"https://doi.org/10.3390/s21072346","title":"The Importance of Real-World Validation of Machine Learning Systems in Wearable Exercise Biofeedback Platforms: A Case Study","display_name":"The Importance of Real-World Validation of Machine Learning Systems in Wearable Exercise Biofeedback Platforms: A Case Study","publication_year":2021,"publication_date":"2021-03-27","ids":{"openalex":"https://openalex.org/W3141268668","doi":"https://doi.org/10.3390/s21072346","mag":"3141268668","pmid":"https://pubmed.ncbi.nlm.nih.gov/33801763"},"language":"en","primary_location":{"id":"doi:10.3390/s21072346","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21072346","pdf_url":"https://www.mdpi.com/1424-8220/21/7/2346/pdf?version=1617937451","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/21/7/2346/pdf?version=1617937451","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031747826","display_name":"Rob Argent","orcid":"https://orcid.org/0000-0002-3522-9409"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Rob Argent","raw_affiliation_strings":["Insight Centre for Data Analytics, University College Dublin, D04 V1W8 Dublin, Ireland","School of Public Health, Physiotherapy and Sport Science, University College Dublin, D04 V1W8 Dublin, Ireland"],"raw_orcid":"https://orcid.org/0000-0002-3522-9409","affiliations":[{"raw_affiliation_string":"Insight Centre for Data Analytics, University College Dublin, D04 V1W8 Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"School of Public Health, Physiotherapy and Sport Science, University College Dublin, D04 V1W8 Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048791384","display_name":"Antonio Bevilacqua","orcid":"https://orcid.org/0000-0002-2583-7064"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Antonio Bevilacqua","raw_affiliation_strings":["Insight Centre for Data Analytics, University College Dublin, D04 V1W8 Dublin, Ireland","School of Computer Science, University College Dublin, D04 V1W8 Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Insight Centre for Data Analytics, University College Dublin, D04 V1W8 Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"School of Computer Science, University College Dublin, D04 V1W8 Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053921649","display_name":"Alison Keogh","orcid":"https://orcid.org/0000-0001-5917-6308"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Alison Keogh","raw_affiliation_strings":["Insight Centre for Data Analytics, University College Dublin, D04 V1W8 Dublin, Ireland","School of Public Health, Physiotherapy and Sport Science, University College Dublin, D04 V1W8 Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Insight Centre for Data Analytics, University College Dublin, D04 V1W8 Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"School of Public Health, Physiotherapy and Sport Science, University College Dublin, D04 V1W8 Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026399457","display_name":"Ailish Daly","orcid":"https://orcid.org/0000-0001-6448-513X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ailish Daly","raw_affiliation_strings":["Beacon Hospital, D18 AK68 Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beacon Hospital, D18 AK68 Dublin, Ireland","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090170882","display_name":"Brian Caulfield","orcid":"https://orcid.org/0000-0003-0290-9587"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Brian Caulfield","raw_affiliation_strings":["Insight Centre for Data Analytics, University College Dublin, D04 V1W8 Dublin, Ireland","School of Public Health, Physiotherapy and Sport Science, University College Dublin, D04 V1W8 Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Insight Centre for Data Analytics, University College Dublin, D04 V1W8 Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"School of Public Health, Physiotherapy and Sport Science, University College Dublin, D04 V1W8 Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5031747826"],"corresponding_institution_ids":["https://openalex.org/I100930933"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":5.2203,"has_fulltext":true,"cited_by_count":31,"citation_normalized_percentile":{"value":0.94859413,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"21","issue":"7","first_page":"2346","last_page":"2346"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11209","display_name":"Cardiovascular and exercise physiology","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"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/T11209","display_name":"Cardiovascular and exercise physiology","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative 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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9860000014305115,"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.9853000044822693,"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/biofeedback","display_name":"Biofeedback","score":0.7042866945266724},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6999396681785583},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6449910998344421},{"id":"https://openalex.org/keywords/inertial-measurement-unit","display_name":"Inertial measurement unit","score":0.5838919281959534},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5044916868209839},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.47575968503952026},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.429411381483078},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39162155985832214},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3770912289619446},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3422528803348541},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.2354397475719452},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21350303292274475},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.18277913331985474}],"concepts":[{"id":"https://openalex.org/C2776377089","wikidata":"https://www.wikidata.org/wiki/Q864329","display_name":"Biofeedback","level":2,"score":0.7042866945266724},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6999396681785583},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6449910998344421},{"id":"https://openalex.org/C79061980","wikidata":"https://www.wikidata.org/wiki/Q941680","display_name":"Inertial measurement unit","level":2,"score":0.5838919281959534},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5044916868209839},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.47575968503952026},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.429411381483078},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39162155985832214},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3770912289619446},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3422528803348541},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.2354397475719452},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21350303292274475},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.18277913331985474},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001676","descriptor_name":"Biofeedback, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001676","descriptor_name":"Biofeedback, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001676","descriptor_name":"Biofeedback, Psychology","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":"D015444","descriptor_name":"Exercise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015444","descriptor_name":"Exercise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015444","descriptor_name":"Exercise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D064368","descriptor_name":"Healthy Volunteers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D064368","descriptor_name":"Healthy Volunteers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D064368","descriptor_name":"Healthy Volunteers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.3390/s21072346","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21072346","pdf_url":"https://www.mdpi.com/1424-8220/21/7/2346/pdf?version=1617937451","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:33801763","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33801763","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:135016d631d44e6aa4a4b571a351f96c","is_oa":true,"landing_page_url":"https://doaj.org/article/135016d631d44e6aa4a4b571a351f96c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 21, Iss 7, p 2346 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/21/7/2346/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s21072346","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Sensors; Volume 21; Issue 7; Pages: 2346","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:8037109","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8037109","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":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:researchrepository.ucd.ie:10197/25698","is_oa":true,"landing_page_url":"http://hdl.handle.net/10197/25698","pdf_url":null,"source":{"id":"https://openalex.org/S4306402280","display_name":"Research Repository UCD (University College Dublin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I100930933","host_organization_name":"University College Dublin","host_organization_lineage":["https://openalex.org/I100930933"],"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"}],"best_oa_location":{"id":"doi:10.3390/s21072346","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21072346","pdf_url":"https://www.mdpi.com/1424-8220/21/7/2346/pdf?version=1617937451","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.41999998688697815,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[{"id":"https://openalex.org/G1432782412","display_name":"Connected Health Early Stage Researcher Support System","funder_award_id":"676201","funder_id":"https://openalex.org/F4320338337","funder_display_name":"H2020 Marie Sk\u0142odowska-Curie Actions"},{"id":"https://openalex.org/G3695527833","display_name":null,"funder_award_id":"12/RC/2289_P2","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"}],"funders":[{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"},{"id":"https://openalex.org/F4320338337","display_name":"H2020 Marie Sk\u0142odowska-Curie Actions","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3141268668.pdf","grobid_xml":"https://content.openalex.org/works/W3141268668.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W1080966997","https://openalex.org/W1497860746","https://openalex.org/W1990262988","https://openalex.org/W1993220166","https://openalex.org/W1993722932","https://openalex.org/W1993761347","https://openalex.org/W2064506755","https://openalex.org/W2092012469","https://openalex.org/W2097575504","https://openalex.org/W2109485196","https://openalex.org/W2131748372","https://openalex.org/W2144345993","https://openalex.org/W2149354205","https://openalex.org/W2158721732","https://openalex.org/W2210337079","https://openalex.org/W2343142751","https://openalex.org/W2510045439","https://openalex.org/W2517001580","https://openalex.org/W2604374527","https://openalex.org/W2605528433","https://openalex.org/W2614559277","https://openalex.org/W2746041672","https://openalex.org/W2790696131","https://openalex.org/W2792932721","https://openalex.org/W2795752438","https://openalex.org/W2883522275","https://openalex.org/W2891489434","https://openalex.org/W2901129184","https://openalex.org/W2907378463","https://openalex.org/W2909174459","https://openalex.org/W2909783208","https://openalex.org/W3037608804","https://openalex.org/W3106986255","https://openalex.org/W4252746056","https://openalex.org/W6629641979","https://openalex.org/W6748637749"],"related_works":["https://openalex.org/W3090300519","https://openalex.org/W2514492205","https://openalex.org/W4250401876","https://openalex.org/W2943851981","https://openalex.org/W2566526749","https://openalex.org/W2012157391","https://openalex.org/W2585232498","https://openalex.org/W2562087406","https://openalex.org/W3047461507","https://openalex.org/W3126390843"],"abstract_inverted_index":{"=":[0],"11)":[1],"(>59%).":[2],"This":[3],"study":[4],"illustrates":[5],"that":[6,35],"the":[7,19],"reliance":[8],"on":[9],"lab-based":[10],"validation":[11],"approaches":[12],"may":[13,36],"be":[14],"misleading":[15],"key":[16],"stakeholders":[17],"in":[18],"inertial":[20],"sensor-based":[21],"exercise":[22],"biofeedback":[23],"sector,":[24],"makes":[25],"recommendations":[26],"for":[27],"clinicians,":[28],"developers":[29],"and":[30,32],"researchers,":[31],"discusses":[33],"factors":[34],"influence":[37],"system":[38],"performance":[39],"at":[40],"each":[41],"stage":[42],"of":[43],"evaluation.":[44]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}