{"id":"https://openalex.org/W4200417950","doi":"https://doi.org/10.1109/embc46164.2021.9630018","title":"Quantifying the kinematic features of dexterous finger movements in nonhuman primates with markerless tracking","display_name":"Quantifying the kinematic features of dexterous finger movements in nonhuman primates with markerless tracking","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200417950","doi":"https://doi.org/10.1109/embc46164.2021.9630018"},"language":"en","primary_location":{"id":"doi:10.1109/embc46164.2021.9630018","is_oa":true,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630018","pdf_url":"https://ieeexplore.ieee.org/ielx7/9629355/9629471/09630018.pdf","source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","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":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/9629355/9629471/09630018.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Ryan North","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Ryan North","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Rachele Wurr","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rachele Wurr","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Ryan Macon","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ryan Macon","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Christopher Mannion","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Christopher Mannion","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"John Hyde","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"John Hyde","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Abel Torres-Espin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abel Torres-Espin","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Ephron S. Rosenzweig","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ephron S. Rosenzweig","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Adam R. Ferguson","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Adam R. Ferguson","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Mark H. Tuszynski","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mark H. Tuszynski","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Michael S. Beattie","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Michael S. Beattie","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Jacqueline C. Bresnahan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jacqueline C. Bresnahan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"Wilsaan M. Joiner","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wilsaan M. Joiner","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":12,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.21290323,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"6110","last_page":"6115"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11097","display_name":"Cerebral Palsy and Movement Disorders","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T11097","display_name":"Cerebral Palsy and Movement Disorders","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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":0.9876999855041504,"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/T10510","display_name":"Stroke Rehabilitation and Recovery","score":0.9869999885559082,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/kinematics","display_name":"Kinematics","score":0.7448999881744385},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.5684000253677368},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.541100025177002},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.501800000667572},{"id":"https://openalex.org/keywords/macaque","display_name":"Macaque","score":0.477400004863739},{"id":"https://openalex.org/keywords/movement","display_name":"Movement (music)","score":0.37790000438690186},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.33239999413490295}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7777000069618225},{"id":"https://openalex.org/C39920418","wikidata":"https://www.wikidata.org/wiki/Q11476","display_name":"Kinematics","level":2,"score":0.7448999881744385},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.7269999980926514},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6665999889373779},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.5684000253677368},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.541100025177002},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.501800000667572},{"id":"https://openalex.org/C2778950215","wikidata":"https://www.wikidata.org/wiki/Q177601","display_name":"Macaque","level":2,"score":0.477400004863739},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.37790000438690186},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.33239999413490295},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.32260000705718994},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.31439998745918274},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3066999912261963},{"id":"https://openalex.org/C2780509455","wikidata":"https://www.wikidata.org/wiki/Q7380","display_name":"Primate","level":2,"score":0.29179999232292175},{"id":"https://openalex.org/C3018809729","wikidata":"https://www.wikidata.org/wiki/Q7380","display_name":"Nonhuman primate","level":2,"score":0.27720001339912415},{"id":"https://openalex.org/C16345878","wikidata":"https://www.wikidata.org/wiki/Q107472979","display_name":"Orientation (vector space)","level":2,"score":0.2685999870300293},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.2522999942302704},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.2508000135421753}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/embc46164.2021.9630018","is_oa":true,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630018","pdf_url":"https://ieeexplore.ieee.org/ielx7/9629355/9629471/09630018.pdf","source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","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":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1109/embc46164.2021.9630018","is_oa":true,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630018","pdf_url":"https://ieeexplore.ieee.org/ielx7/9629355/9629471/09630018.pdf","source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","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":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1631216119","display_name":null,"funder_award_id":"NS104442","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G3366723923","display_name":null,"funder_award_id":"P51 OD011107","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G338955780","display_name":null,"funder_award_id":"OD011107","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G5036724753","display_name":null,"funder_award_id":"Dr. Miriam","funder_id":"https://openalex.org/F4320308854","funder_display_name":"Dr. Miriam and Sheldon G. Adelson Medical Research Foundation"},{"id":"https://openalex.org/G7931419613","display_name":null,"funder_award_id":"N660012024046","funder_id":"https://openalex.org/F4320332180","funder_display_name":"Defense Advanced Research Projects Agency"}],"funders":[{"id":"https://openalex.org/F4320307938","display_name":"NCR","ror":"https://ror.org/00nqjkj48"},{"id":"https://openalex.org/F4320308854","display_name":"Dr. Miriam and Sheldon G. Adelson Medical Research Foundation","ror":"https://ror.org/0001ew531"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"},{"id":"https://openalex.org/F4320337375","display_name":"National Center for Research Resources","ror":"https://ror.org/04pw6fb54"},{"id":"https://openalex.org/F4320338273","display_name":"Congressionally Directed Medical Research Programs","ror":"https://ror.org/03g2zjp07"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200417950.pdf","grobid_xml":"https://content.openalex.org/works/W4200417950.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W822740517","https://openalex.org/W1490428798","https://openalex.org/W1963586813","https://openalex.org/W1981493565","https://openalex.org/W2050198720","https://openalex.org/W2058337432","https://openalex.org/W2089177735","https://openalex.org/W2093412249","https://openalex.org/W2103615332","https://openalex.org/W2129649469","https://openalex.org/W2134705330","https://openalex.org/W2142057717","https://openalex.org/W2170645579","https://openalex.org/W2887114371","https://openalex.org/W2951581350","https://openalex.org/W2959437489","https://openalex.org/W2979790324","https://openalex.org/W3000424650","https://openalex.org/W3025595575","https://openalex.org/W3089461894","https://openalex.org/W3121047187","https://openalex.org/W3128014757","https://openalex.org/W6639361999"],"related_works":[],"abstract_inverted_index":{"Research":[0],"using":[1,94,145],"nonhuman":[2,65],"primate":[3,66,286],"models":[4,287],"for":[5,220,260,278,304],"human":[6,282],"disease":[7],"frequently":[8],"requires":[9],"behavioral":[10,59,216],"observational":[11],"techniques":[12],"to":[13,19,63,128,136,246],"quantify":[14,64],"functional":[15],"outcomes.":[16,319],"The":[17,119,255],"ability":[18],"assess":[20],"reaching":[21],"and":[22,113,139,207,213,230,284,301,310,317],"grasping":[23],"patterns":[24],"is":[25,242],"of":[26,47,115,124,167,172,178,183,204,210,222,251,264,267,288,314],"particular":[27],"interest":[28],"in":[29,54,68,79,197],"clinical":[30,289],"conditions":[31,290],"that":[32,186,238],"affect":[33],"the":[34,45,80,111,116,125,130,137,192,198,201,205,208,261,311],"motor":[35],"system":[36],"(e.g.,":[37,291],"spinal":[38,292],"cord":[39,293],"injury,":[40],"SCI).":[41],"Here":[42],"we":[43],"explored":[44],"use":[46,123],"DeepLabCut,":[48],"an":[49],"open-source":[50],"deep":[51],"learning":[52],"toolset,":[53],"combination":[55],"with":[56],"a":[57,243],"standard":[58],"task":[60,81],"(Brinkman":[61],"Board)":[62],"performance":[67],"precision":[69],"grasping.":[70],"We":[71],"examined":[72],"one":[73],"male":[74],"rhesus":[75],"macaque":[76],"(Macaca":[77],"mulatta)":[78],"which":[82],"involved":[83],"retrieving":[84],"rewards":[85],"from":[86,106],"variously-oriented":[87],"shallow":[88],"wells.":[89],"Simultaneous":[90],"recordings":[91],"were":[92,143,200,218],"made":[93],"GoPro":[95],"Hero7":[96],"Black":[97],"cameras":[98],"(resolution":[99],"1920":[100],"x":[101],"1080":[102],"at":[103],"120":[104],"fps)":[105],"two":[107],"different":[108,215],"angles":[109],"(from":[110],"side":[112,140],"top":[114,138],"hand":[117,127,223],"motion).":[118],"task/device":[120],"design":[121],"necessitates":[122],"right":[126],"complete":[129],"task.":[131],"Two":[132],"neural":[133],"networks":[134],"(corresponding":[135],"view":[141],"cameras)":[142],"trained":[144,164,175],"400":[146],"manually":[147],"annotated":[148],"images,":[149],"tracking":[150,162,199,263],"19":[151],"unique":[152],"landmarks":[153,187],"each.":[154],"Based":[155],"on":[156,191],"previous":[157],"reports,":[158],"this":[159,239],"produced":[160],"sufficient":[161],"(Side:":[163],"pixel":[165,170,176,181],"error":[166,171,177,182],"2.15,":[168],"test":[169,180],"11.25;":[173],"Top:":[174],"2.06,":[179],"30.31)":[184],"so":[185],"could":[188,276],"be":[189],"tracked":[190],"remaining":[193],"frames.":[194],"Landmarks":[195],"included":[196],"spatial":[202],"location":[203],"knuckles":[206],"fingernails":[209],"each":[211],"digit,":[212],"three":[214],"measures":[217],"quantified":[219],"assessment":[221],"movement":[224,270,306],"(finger":[225],"separation,":[226],"middle":[227],"digit":[228],"extension":[229],"preshaping":[231],"distance).":[232],"Together,":[233],"our":[234],"preliminary":[235],"results":[236],"suggest":[237],"markerless":[240,262],"approach":[241],"possible":[244],"method":[245,275],"examine":[247],"specific":[248],"kinematic":[249,265],"features":[250,266],"dexterous":[252,268],"function.Clinical":[253],"Relevance\u2014":[254],"methodology":[256],"presented":[257],"below":[258],"allows":[259],"finger":[269],"by":[271],"non-human":[272,285],"primates.":[273],"This":[274,295],"allow":[277],"direct":[279],"comparisons":[280],"between":[281],"patients":[283],"injury).":[294],"would":[296],"provide":[297],"objective":[298],"quantitative":[299],"metrics":[300],"crucial":[302],"information":[303],"assessing":[305],"impairments":[307],"across":[308],"populations":[309],"potential":[312],"translation":[313],"treatments,":[315],"interventions":[316],"their":[318]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2021-12-31T00:00:00"}
