{"id":"https://openalex.org/W7204090923","doi":"https://doi.org/10.1088/1873-4030/ae9d82","title":"From anomaly scores to biomechanical decision support: an evidential audit in rehabilitation motion analysis","display_name":"From anomaly scores to biomechanical decision support: an evidential audit in rehabilitation motion analysis","publication_year":2026,"publication_date":"2026-08-24","ids":{"openalex":"https://openalex.org/W7204090923","doi":"https://doi.org/10.1088/1873-4030/ae9d82","pmid":"https://pubmed.ncbi.nlm.nih.gov/42636869"},"language":"en","primary_location":{"id":"doi:10.1088/1873-4030/ae9d82","doi":"https://doi.org/10.1088/1873-4030/ae9d82","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1873-4030/ae9d82","pdf_url":"https://iopscience.iop.org/article/10.1088/1873-4030/ae9d82/pdf","source":{"id":"https://openalex.org/S52939411","display_name":"Medical Engineering & Physics","issn_l":"1350-4533","issn":["1350-4533","1873-4030"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Engineering & Physics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://iopscience.iop.org/article/10.1088/1873-4030/ae9d82/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012476376","display_name":"Georgios Bouchouras","orcid":"https://orcid.org/0000-0003-0566-3615","observed_orcids":["https://orcid.org/0000-0003-0566-3615"]},"institutions":[{"id":"https://openalex.org/I4210147285","display_name":"Metropolitan College","ror":"https://ror.org/05jdd7q84","country_code":"GR","type":"education","lineage":["https://openalex.org/I4210147285"]},{"id":"https://openalex.org/I4405276946","display_name":"Metropolitan College","ror":"https://ror.org/00y38za74","country_code":"MY","type":"education","lineage":["https://openalex.org/I4405276946"]},{"id":"https://openalex.org/I98805295","display_name":"University of the Aegean","ror":"https://ror.org/03zsp3p94","country_code":"GR","type":"education","lineage":["https://openalex.org/I98805295"]}],"countries":["GR","MY"],"is_corresponding":true,"raw_author_name":"Georgios Bouchouras","raw_affiliation_strings":["Center of Interdisciplinary Education and Research in Rehabilitation, Metropolitan College","Cultural Technology and Communication, University of the Aegean, University Hill"],"raw_orcid":"https://orcid.org/0000-0003-0566-3615","affiliations":[{"raw_affiliation_string":"Center of Interdisciplinary Education and Research in Rehabilitation, Metropolitan College","institution_ids":["https://openalex.org/I4210147285","https://openalex.org/I4405276946"]},{"raw_affiliation_string":"Cultural Technology and Communication, University of the Aegean, University Hill","institution_ids":["https://openalex.org/I98805295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089742809","display_name":"Georgios Sofianidis","orcid":"https://orcid.org/0000-0002-9640-6317","observed_orcids":["https://orcid.org/0000-0002-9640-6317"]},"institutions":[{"id":"https://openalex.org/I4210147285","display_name":"Metropolitan College","ror":"https://ror.org/05jdd7q84","country_code":"GR","type":"education","lineage":["https://openalex.org/I4210147285"]},{"id":"https://openalex.org/I4405276946","display_name":"Metropolitan College","ror":"https://ror.org/00y38za74","country_code":"MY","type":"education","lineage":["https://openalex.org/I4405276946"]}],"countries":["GR","MY"],"is_corresponding":false,"raw_author_name":"Georgios Sofianidis","raw_affiliation_strings":["Center of Interdisciplinary Education and Research in Rehabilitation, Metropolitan College"],"raw_orcid":"https://orcid.org/0000-0002-9640-6317","affiliations":[{"raw_affiliation_string":"Center of Interdisciplinary Education and Research in Rehabilitation, Metropolitan College","institution_ids":["https://openalex.org/I4210147285","https://openalex.org/I4405276946"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078355008","display_name":"Evangelos Kontaxakis","orcid":"https://orcid.org/0009-0003-7042-1580","observed_orcids":["https://orcid.org/0009-0003-7042-1580"]},"institutions":[{"id":"https://openalex.org/I4210147285","display_name":"Metropolitan College","ror":"https://ror.org/05jdd7q84","country_code":"GR","type":"education","lineage":["https://openalex.org/I4210147285"]},{"id":"https://openalex.org/I4405276946","display_name":"Metropolitan College","ror":"https://ror.org/00y38za74","country_code":"MY","type":"education","lineage":["https://openalex.org/I4405276946"]}],"countries":["GR","MY"],"is_corresponding":false,"raw_author_name":"Evangelos Kontaxakis","raw_affiliation_strings":["Center of Interdisciplinary Education and Research in Rehabilitation, Metropolitan College"],"raw_orcid":"https://orcid.org/0009-0003-7042-1580","affiliations":[{"raw_affiliation_string":"Center of Interdisciplinary Education and Research in Rehabilitation, Metropolitan College","institution_ids":["https://openalex.org/I4210147285","https://openalex.org/I4405276946"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5012476376"],"corresponding_institution_ids":["https://openalex.org/I4210147285","https://openalex.org/I4405276946","https://openalex.org/I98805295"],"apc_list":{"value":3170,"currency":"USD","value_usd":3170},"apc_paid":{"value":3170,"currency":"USD","value_usd":3170},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"147","issue":"9","first_page":"095001","last_page":"095001"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.7871000170707703,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.7871000170707703,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10510","display_name":"Stroke Rehabilitation and Recovery","score":0.031199999153614044,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.019899999722838402,"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/anomaly-score","display_name":"anomaly score","score":0.6940000057220459},{"id":"https://openalex.org/keywords/cross-task-generalization","display_name":"cross-task generalization","score":0.4569999873638153},{"id":"https://openalex.org/keywords/trunk-movement","display_name":"trunk movement","score":0.8040000200271606},{"id":"https://openalex.org/keywords/motion-compensation","display_name":"motion compensation","score":0.44200000166893005},{"id":"https://openalex.org/keywords/sensor-noise","display_name":"sensor noise","score":0.5559999942779541}],"concepts":[{"id":"https://openalex.org/C2778818304","wikidata":"https://www.wikidata.org/wiki/Q1819478","display_name":"Rehabilitation","level":2,"score":0.7092000246047974},{"id":"https://openalex.org/C199521495","wikidata":"https://www.wikidata.org/wiki/Q181487","display_name":"Audit","level":2,"score":0.5684000253677368},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.5356000065803528},{"id":"https://openalex.org/C2777036941","wikidata":"https://www.wikidata.org/wiki/Q6917771","display_name":"Motion analysis","level":2,"score":0.4749999940395355},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.4544000029563904},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.4505999982357025},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37439998984336853},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.3589000105857849},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3073999881744385},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.30169999599456787},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30070000886917114},{"id":"https://openalex.org/C186116695","wikidata":"https://www.wikidata.org/wiki/Q5249226","display_name":"Decision analysis","level":2,"score":0.2985999882221222},{"id":"https://openalex.org/C170700871","wikidata":"https://www.wikidata.org/wiki/Q193378","display_name":"Biomechanics","level":2,"score":0.26339998841285706},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.25279998779296875}],"mesh":[{"descriptor_ui":"D000092682","descriptor_name":"Motion Capture","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001696","descriptor_name":"Biomechanical Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012046","descriptor_name":"Rehabilitation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055595","descriptor_name":"Mechanical Phenomena","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1088/1873-4030/ae9d82","doi":"https://doi.org/10.1088/1873-4030/ae9d82","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1873-4030/ae9d82","pdf_url":"https://iopscience.iop.org/article/10.1088/1873-4030/ae9d82/pdf","source":{"id":"https://openalex.org/S52939411","display_name":"Medical Engineering & Physics","issn_l":"1350-4533","issn":["1350-4533","1873-4030"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Engineering & Physics","raw_type":"journal-article"},{"id":"pmid:42636869","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42636869","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,"listed_in":[],"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":"Medical engineering & physics","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1088/1873-4030/ae9d82","doi":"https://doi.org/10.1088/1873-4030/ae9d82","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1873-4030/ae9d82","pdf_url":"https://iopscience.iop.org/article/10.1088/1873-4030/ae9d82/pdf","source":{"id":"https://openalex.org/S52939411","display_name":"Medical Engineering & Physics","issn_l":"1350-4533","issn":["1350-4533","1873-4030"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Engineering & Physics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6240000128746033,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204090923.pdf","grobid_xml":"https://content.openalex.org/works/W7204090923.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1862394037","https://openalex.org/W2021150169","https://openalex.org/W2059851411","https://openalex.org/W2062125287","https://openalex.org/W2110065044","https://openalex.org/W2114222512","https://openalex.org/W2122646361","https://openalex.org/W2132870739","https://openalex.org/W2144182447","https://openalex.org/W2169766626","https://openalex.org/W2923821460","https://openalex.org/W2963613748","https://openalex.org/W3007506370","https://openalex.org/W3009800047","https://openalex.org/W3112106506","https://openalex.org/W4206698631","https://openalex.org/W4283801519","https://openalex.org/W4353072295","https://openalex.org/W4362597791","https://openalex.org/W4365136049","https://openalex.org/W4379469387","https://openalex.org/W4383903912","https://openalex.org/W4387706023","https://openalex.org/W4393143492","https://openalex.org/W4402352666"],"related_works":["https://openalex.org/W3024030233","https://openalex.org/W2169210421","https://openalex.org/W358195834","https://openalex.org/W4283801519","https://openalex.org/W2944706372","https://openalex.org/W2511683841","https://openalex.org/W2739031269","https://openalex.org/W1531325600","https://openalex.org/W2169220170","https://openalex.org/W2808423751"],"abstract_inverted_index":{"Rehabilitation":[0],"motion":[1],"analysis":[2,165],"often":[3],"uses":[4],"anomaly":[5,59],"scores":[6],"to":[7,55,230,243],"flag":[8],"trials":[9,70,91,97],"that":[10,19,58,159,204],"differ":[11],"from":[12,71],"typical":[13],"movement.":[14],"The":[15,119,226],"practical":[16,227],"problem":[17],"is":[18,44,229,255],"a":[20,72,234],"high":[21],"score":[22],"can":[23],"reflect":[24],"compensation,":[25],"personal":[26],"style,":[27],"one":[28,42],"poor":[29],"repetition,":[30],"or":[31,179,246],"sensor":[32],"noise.":[33],"This":[34],"study":[35],"asked":[36,121],"whether":[37,57,122,233],"an":[38,199],"unusual":[39,127,172],"pattern":[40],"in":[41,53,130,168],"task":[43,79,83,214],"repeated":[45,209,241],"when":[46,211],"the":[47,109,123,134,152,164,169,171,205,212],"same":[48,124,135,213],"person":[49,136],"performs":[50],"another":[51],"task,":[52],"order":[54],"decide":[56,232],"should":[60,247],"be":[61,248],"prioritized":[62],"for":[63,133,187],"meaningful":[64,188],"biomechanical":[65,181,189],"review.":[66,190],"We":[67,105],"analyzed":[68],"2589":[69],"public":[73,193],"Kinect":[74],"rehabilitation":[75,194],"dataset":[76,195],"with":[77],"five":[78],"contexts.":[80],"First,":[81],"each":[82],"was":[84,196,215],"scored":[85],"against":[86,92,98],"its":[87],"own":[88],"reference:":[89],"chair":[90,94,115],"other":[93,99],"trials,":[95,101],"stand":[96,100,117],"and":[102,116],"so":[103],"on.":[104],"then":[106],"focused":[107],"on":[108],"11":[110],"participants":[111],"who":[112],"had":[113],"both":[114,131],"recordings.":[118],"audit":[120,153,206],"type":[125],"of":[126],"movement":[128,173],"appeared":[129],"tasks":[132],"more":[137,253],"strongly":[138],"than":[139,224],"it":[140,183],"did":[141,154],"after":[142],"randomly":[143],"pairing":[144],"different":[145],"people.":[146],"Using":[147],"only":[148,221],"average":[149],"trunk":[150],"movement,":[151],"not":[155],"find":[156],"chair-stand":[157],"anomalies":[158,210],"deserved":[160],"closer":[161],"interpretation.":[162],"When":[163],"kept":[166],"where":[167],"body":[170,176],"occurred,":[174],"through":[175],"regions,":[177],"joints,":[178],"simple":[180],"measures,":[182],"identified":[184,236],"stronger":[185],"candidates":[186],"A":[191],"second":[192],"used":[197],"as":[198,237],"external":[200],"check.":[201],"It":[202],"showed":[203],"could":[207],"detect":[208],"repeated,":[216],"while":[217],"accepting":[218],"cross-task":[219],"support":[220],"selectively":[222],"rather":[223],"automatically.":[225],"value":[228],"help":[231],"trial":[235],"anomalous":[238],"has":[239],"enough":[240],"evidence":[242,254],"justify":[244],"explanation,":[245],"documented":[249],"without":[250],"explanation":[251],"until":[252],"available.":[256]},"counts_by_year":[],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2026-08-25T00:00:00"}