{"id":"https://openalex.org/W7213613191","doi":"https://doi.org/10.48550/arxiv.2609.20297","title":"Intact-to-Amputee Transfer in Surface-EMG Gesture Decoding: Training Source and Calibration Budget","display_name":"Intact-to-Amputee Transfer in Surface-EMG Gesture Decoding: Training Source and Calibration Budget","publication_year":2026,"publication_date":"2026-07-31","ids":{"openalex":"https://openalex.org/W7213613191","doi":"https://doi.org/10.48550/arxiv.2609.20297"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2609.20297","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2609.20297","pdf_url":"https://arxiv.org/pdf/2609.20297","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2609.20297","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040985702","display_name":"Jethro Odeyemi","orcid":"https://orcid.org/0009-0001-5170-9357","observed_orcids":["https://orcid.org/0009-0001-5170-9357"]},"institutions":[{"id":"https://openalex.org/I32625721","display_name":"University of Saskatchewan","ror":"https://ror.org/010x8gc63","country_code":"CA","type":"education","lineage":["https://openalex.org/I32625721"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Odeyemi, Jethro","raw_affiliation_strings":["Division of Biomedical Engineering , University of Saskatchewan , 57 Campus Drive , Saskatoon , SK , S7N 5A9 , Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Biomedical Engineering , University of Saskatchewan , 57 Campus Drive , Saskatoon , SK , S7N 5A9 , Canada","institution_ids":["https://openalex.org/I32625721"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5152117528","display_name":"W. J. Zhang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, W. J.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9731000065803528,"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.9731000065803528,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.006099999882280827,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.00419999985024333,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/surface-electromyography","display_name":"surface electromyography","score":0.9129999876022339},{"id":"https://openalex.org/keywords/amputees","display_name":"amputees","score":0.8730000257492065},{"id":"https://openalex.org/keywords/transradial-amputation","display_name":"transradial amputation","score":0.9390000104904175},{"id":"https://openalex.org/keywords/calibration-data","display_name":"calibration data","score":0.3479999899864197}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6639000177383423},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6169999837875366},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.5672000050544739},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.532800018787384},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.5134000182151794},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5081999897956848},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5031999945640564},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.4733000099658966},{"id":"https://openalex.org/C2778023277","wikidata":"https://www.wikidata.org/wiki/Q321703","display_name":"Premise","level":2,"score":0.4731000065803528},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.4530999958515167},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.4415000081062317},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.430400013923645},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.39399999380111694},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3582000136375427},{"id":"https://openalex.org/C2983685735","wikidata":"https://www.wikidata.org/wiki/Q5227355","display_name":"Data source","level":2,"score":0.3529999852180481},{"id":"https://openalex.org/C171268870","wikidata":"https://www.wikidata.org/wiki/Q1486676","display_name":"GRASP","level":2,"score":0.3431999981403351},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.33079999685287476},{"id":"https://openalex.org/C2777938197","wikidata":"https://www.wikidata.org/wiki/Q7834022","display_name":"Transfer of training","level":2,"score":0.31029999256134033},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.30820000171661377},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3070000112056732},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.3043999969959259},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.27149999141693115},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.27090001106262207},{"id":"https://openalex.org/C2776141515","wikidata":"https://www.wikidata.org/wiki/Q1274479","display_name":"Repetition (rhetorical device)","level":2,"score":0.25949999690055847},{"id":"https://openalex.org/C3020594445","wikidata":"https://www.wikidata.org/wiki/Q1550460","display_name":"Initial training","level":2,"score":0.25360000133514404}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2609.20297","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2609.20297","pdf_url":"https://arxiv.org/pdf/2609.20297","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2609.20297","doi":"https://doi.org/10.48550/arxiv.2609.20297","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2609.20297","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2609.20297","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2609.20297","pdf_url":"https://arxiv.org/pdf/2609.20297","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.4000000059604645,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7213613191.pdf","grobid_xml":"https://content.openalex.org/works/W7213613191.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3185006080","https://openalex.org/W7171950715","https://openalex.org/W4387454628","https://openalex.org/W4391385201","https://openalex.org/W7161709480","https://openalex.org/W4312258495","https://openalex.org/W7211945849","https://openalex.org/W7162246301","https://openalex.org/W7172018090","https://openalex.org/W2748841866"],"abstract_inverted_index":{"A":[0,26],"recogniser":[1],"trained":[2],"on":[3,56,123,136],"one":[4,42],"person":[5],"rarely":[6],"transfers":[7,129,146],"to":[8,52,60,130,201],"the":[9,23,34,70,76,87,106,119,142,158,163,183,202,210,213],"next,":[10],"and":[11,83,101,140,180,193],"useful":[12],"performance":[13],"usually":[14],"demands":[15],"a":[16,46,57,90,131,175,190,198],"fresh":[17],"round":[18],"of":[19,29,212],"labelled":[20,110],"calibration":[21],"from":[22,75],"end":[24],"user.":[25],"systematic":[27],"review":[28],"1077":[30],"studies":[31],"quantifies":[32],"where":[33],"evidence":[35],"is":[36,50,168],"thin:":[37],"amputees":[38,55],"appear":[39],"in":[40,43,105],"about":[41],"six.":[44],"Here":[45],"montage-agnostic":[47],"cross-user":[48],"encoder":[49,71],"carried":[51],"eleven":[53],"transradial":[54],"protocol":[58],"matched":[59,200],"its":[61],"intact-limb":[62,203],"training":[63,135],"data.":[64],"Zero-shot":[65],"cross-population":[66],"transfer":[67],"fails":[68],"outright:":[69],"requires":[72],"labeled":[73],"data":[74],"new":[77,132],"user":[78],"before":[79],"it":[80,84,112,205,208],"begins":[81],"decoding,":[82],"then":[85],"exceeds":[86],"per-user":[88,120],"classifier":[89],"clinic":[91],"would":[92],"fit":[93],"by":[94],"0.190":[95],"macro":[96],"F1":[97],"at":[98,194],"three":[99,109],"repetitions":[100,111,177],"for":[102,118,153],"every":[103,195],"subject":[104],"cohort.":[107],"Given":[108],"reaches":[113],"0.779":[114],"macro-F1":[115],"against":[116],"0.589":[117],"pipeline.":[121],"Training":[122],"forty":[124],"intact":[125],"subjects":[126],"produces":[127,144],"better":[128,145],"amputee":[133,166],"than":[134,147],"ten":[137],"other":[138],"amputees,":[139],"combining":[141],"two":[143],"either":[148],"individually.":[149],"The":[150],"prediction":[151],"pre-registered":[152],"this":[154],"study,":[155],"which":[156],"extends":[157],"encoder's":[159],"baseline-strength":[160],"account":[161],"with":[162,186],"premise":[164],"that":[165],"EMG":[167],"less":[169],"separable,":[170],"holds":[171],"true":[172],"only":[173],"after":[174,181],"few":[176],"become":[178],"available":[179],"enriching":[182],"source":[184,199],"pool":[185],"additional":[187],"amputees.":[188],"At":[189],"single":[191],"repetition,":[192],"budget":[196],"under":[197],"comparison,":[204],"fails.":[206],"Thus,":[207],"locates":[209],"boundary":[211],"proposed":[214],"account.":[215]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-09-19T00:00:00"}