{"id":"https://openalex.org/W2081603306","doi":"https://doi.org/10.1109/embc.2012.6347003","title":"Towards an intelligent system for clinical guidance on wheelchair tilt and recline usage","display_name":"Towards an intelligent system for clinical guidance on wheelchair tilt and recline usage","publication_year":2012,"publication_date":"2012-08-01","ids":{"openalex":"https://openalex.org/W2081603306","doi":"https://doi.org/10.1109/embc.2012.6347003","mag":"2081603306","pmid":"https://pubmed.ncbi.nlm.nih.gov/23366964"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2012.6347003","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2012.6347003","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023306268","display_name":"Jicheng Fu","orcid":"https://orcid.org/0000-0003-0601-7914"},"institutions":[{"id":"https://openalex.org/I139325414","display_name":"University of Central Oklahoma","ror":"https://ror.org/02n455404","country_code":"US","type":"education","lineage":["https://openalex.org/I139325414"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jicheng Fu","raw_affiliation_strings":["University of Central Oklahoma, Edmond, OK 73034, USA. jfu@uco.edu","University of Central Oklahoma, Edmond 73034, USA"],"affiliations":[{"raw_affiliation_string":"University of Central Oklahoma, Edmond, OK 73034, USA. jfu@uco.edu","institution_ids":["https://openalex.org/I139325414"]},{"raw_affiliation_string":"University of Central Oklahoma, Edmond 73034, USA","institution_ids":["https://openalex.org/I139325414"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053854280","display_name":"Paul Wiechmann","orcid":null},"institutions":[{"id":"https://openalex.org/I139325414","display_name":"University of Central Oklahoma","ror":"https://ror.org/02n455404","country_code":"US","type":"education","lineage":["https://openalex.org/I139325414"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"P. Wiechmann","raw_affiliation_strings":["University of Central Oklahoma, Edmond, OK, USA","University of Central Oklahoma, Edmond 73034, USA"],"affiliations":[{"raw_affiliation_string":"University of Central Oklahoma, Edmond, OK, USA","institution_ids":["https://openalex.org/I139325414"]},{"raw_affiliation_string":"University of Central Oklahoma, Edmond 73034, USA","institution_ids":["https://openalex.org/I139325414"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080909004","display_name":"Yih\u2010Kuen Jan","orcid":"https://orcid.org/0000-0001-7149-4034"},"institutions":[{"id":"https://openalex.org/I49332381","display_name":"University of Oklahoma Health Sciences Center","ror":"https://ror.org/0457zbj98","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I49332381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yih-Kuen Jan","raw_affiliation_strings":["University of Oklahoma Health Sciences Center and Veterans Administration Medical Center, Oklahoma City, OK, USA","University of Oklahoma Health Sciences Center, 73117 USA"],"affiliations":[{"raw_affiliation_string":"University of Oklahoma Health Sciences Center and Veterans Administration Medical Center, Oklahoma City, OK, USA","institution_ids":["https://openalex.org/I49332381"]},{"raw_affiliation_string":"University of Oklahoma Health Sciences Center, 73117 USA","institution_ids":["https://openalex.org/I49332381"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101762273","display_name":"M. Jones","orcid":"https://orcid.org/0000-0002-5624-4173"},"institutions":[{"id":"https://openalex.org/I49332381","display_name":"University of Oklahoma Health Sciences Center","ror":"https://ror.org/0457zbj98","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I49332381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M. Jones","raw_affiliation_strings":["University of Oklahoma Health Sciences Center and Veterans Administration Medical Center, Oklahoma City, OK, USA","University of Oklahoma Health Sciences Center, 73117 USA"],"affiliations":[{"raw_affiliation_string":"University of Oklahoma Health Sciences Center and Veterans Administration Medical Center, Oklahoma City, OK, USA","institution_ids":["https://openalex.org/I49332381"]},{"raw_affiliation_string":"University of Oklahoma Health Sciences Center, 73117 USA","institution_ids":["https://openalex.org/I49332381"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5023306268"],"corresponding_institution_ids":["https://openalex.org/I139325414"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26085812,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":null,"first_page":"4648","last_page":"4651"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11670","display_name":"Pressure Ulcer Prevention and Management","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/3609","display_name":"Occupational Therapy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11670","display_name":"Pressure Ulcer Prevention and Management","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/3609","display_name":"Occupational Therapy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11227","display_name":"Diabetic Foot Ulcer Assessment and Management","score":0.994700014591217,"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/T10925","display_name":"Spinal Cord Injury Research","score":0.987500011920929,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic Medicine"},"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/wheelchair","display_name":"Wheelchair","score":0.8150339126586914},{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.7524340152740479},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.6012645959854126},{"id":"https://openalex.org/keywords/tilt","display_name":"Tilt (camera)","score":0.5658615827560425},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5542407631874084},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5407798886299133},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.538775622844696},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.4971785843372345},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4688606858253479},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4440124034881592},{"id":"https://openalex.org/keywords/torso","display_name":"Torso","score":0.4359634220600128},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4263358414173126},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.34743744134902954},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.34550347924232483},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2299574613571167}],"concepts":[{"id":"https://openalex.org/C2781042323","wikidata":"https://www.wikidata.org/wiki/Q191931","display_name":"Wheelchair","level":2,"score":0.8150339126586914},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.7524340152740479},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6012645959854126},{"id":"https://openalex.org/C2779844322","wikidata":"https://www.wikidata.org/wiki/Q2919140","display_name":"Tilt (camera)","level":2,"score":0.5658615827560425},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5542407631874084},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5407798886299133},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.538775622844696},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.4971785843372345},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4688606858253479},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4440124034881592},{"id":"https://openalex.org/C523889960","wikidata":"https://www.wikidata.org/wiki/Q160695","display_name":"Torso","level":2,"score":0.4359634220600128},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4263358414173126},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.34743744134902954},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.34550347924232483},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2299574613571167},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C105702510","wikidata":"https://www.wikidata.org/wiki/Q514","display_name":"Anatomy","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003668","descriptor_name":"Pressure Ulcer","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":false},{"descriptor_ui":"D003668","descriptor_name":"Pressure Ulcer","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":false},{"descriptor_ui":"D003668","descriptor_name":"Pressure Ulcer","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":false},{"descriptor_ui":"D003668","descriptor_name":"Pressure Ulcer","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D003668","descriptor_name":"Pressure Ulcer","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D003668","descriptor_name":"Pressure Ulcer","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D003668","descriptor_name":"Pressure Ulcer","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":false},{"descriptor_ui":"D003668","descriptor_name":"Pressure Ulcer","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":false},{"descriptor_ui":"D003668","descriptor_name":"Pressure Ulcer","qualifier_ui":"Q000517","qualifier_name":"prevention & control","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":"D013119","descriptor_name":"Spinal Cord Injuries","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":false},{"descriptor_ui":"D013119","descriptor_name":"Spinal Cord Injuries","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":false},{"descriptor_ui":"D013119","descriptor_name":"Spinal Cord Injuries","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":false},{"descriptor_ui":"D013119","descriptor_name":"Spinal Cord Injuries","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D013119","descriptor_name":"Spinal Cord Injuries","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D013119","descriptor_name":"Spinal Cord Injuries","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":false},{"descriptor_ui":"D013119","descriptor_name":"Spinal Cord Injuries","qualifier_ui":"Q000534","qualifier_name":"rehabilitation","is_major_topic":false},{"descriptor_ui":"D013119","descriptor_name":"Spinal Cord Injuries","qualifier_ui":"Q000534","qualifier_name":"rehabilitation","is_major_topic":false},{"descriptor_ui":"D013119","descriptor_name":"Spinal Cord Injuries","qualifier_ui":"Q000534","qualifier_name":"rehabilitation","is_major_topic":false},{"descriptor_ui":"D013813","descriptor_name":"Therapy, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D013813","descriptor_name":"Therapy, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D013813","descriptor_name":"Therapy, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014910","descriptor_name":"Wheelchairs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014910","descriptor_name":"Wheelchairs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014910","descriptor_name":"Wheelchairs","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D056888","descriptor_name":"Patient Positioning","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D056888","descriptor_name":"Patient Positioning","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D056888","descriptor_name":"Patient Positioning","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2012.6347003","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2012.6347003","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society","raw_type":"proceedings-article"},{"id":"pmid:23366964","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/23366964","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.6800000071525574,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W1820051232","https://openalex.org/W1981432372","https://openalex.org/W2004682368","https://openalex.org/W2012854836","https://openalex.org/W2030942997","https://openalex.org/W2038313975","https://openalex.org/W2050497163","https://openalex.org/W2061713215","https://openalex.org/W2073629923","https://openalex.org/W2087454545","https://openalex.org/W2119703228","https://openalex.org/W2122410182","https://openalex.org/W2148280663"],"related_works":["https://openalex.org/W4381953457","https://openalex.org/W2037557144","https://openalex.org/W2285739514","https://openalex.org/W4362597605","https://openalex.org/W1574414179","https://openalex.org/W2058088690","https://openalex.org/W2086597735","https://openalex.org/W2052143774","https://openalex.org/W1997135367","https://openalex.org/W4402156073"],"abstract_inverted_index":{"We":[0,226],"propose":[1,168,227],"to":[2,12,38,44,57,100,110,115,132,158,169,176,187,219,235,238,266],"construct":[3],"an":[4],"intelligent":[5],"system":[6],"for":[7,93,105,140,271],"clinical":[8],"guidance":[9],"on":[10,251],"how":[11,178],"effectively":[13],"use":[14,170],"power":[15,84,180],"wheelchair":[16,83,128,159,179],"tilt":[17,88,129,160],"and":[18,46,78,89,120,130,161,254],"recline":[19,131,162],"functions.":[20],"The":[21,97],"motivations":[22],"fall":[23],"into":[24],"the":[25,50,68,106,118,124,147,171,195,202,212,229,240,261],"following":[26],"two":[27],"aspects.":[28],"(1)":[29],"People":[30],"with":[31,152],"spinal":[32],"cord":[33],"injury":[34,51],"(SCI)":[35],"are":[36,198],"vulnerable":[37],"pressure":[39,63,134],"ulcers.":[40],"SCI":[41,153],"can":[42,65,247],"lead":[43],"structural":[45],"functional":[47],"changes":[48],"below":[49],"level":[52,119],"that":[53,146,245,260],"may":[54,154,209],"predispose":[55],"individuals":[56],"tissue":[58],"breakdown.":[59],"As":[60],"a":[61],"result,":[62],"ulcers":[64],"significantly":[66],"affect":[67,183],"quality":[69,222,270],"of":[70,122,126,150,205,242],"life,":[71],"including":[72],"pain,":[73],"infection,":[74],"altered":[75],"body":[76],"image,":[77],"even":[79],"mortality.":[80],"(2)":[81],"Clinically,":[82],"seat":[85,181],"function,":[86],"i.e.,":[87],"recline,":[90],"is":[91,99,191,264],"recommended":[92],"relieving":[94],"sitting-induced":[95],"pressures.":[96],"goal":[98],"increase":[101],"skin":[102],"blood":[103,148,184],"flow":[104,149,185],"ischemic":[107],"soft":[108],"tissues":[109],"avoid":[111],"irreversible":[112],"damage.":[113],"Due":[114],"variations":[116],"in":[117],"completeness":[121],"SCI,":[123],"effectiveness":[125],"using":[127,228],"reduce":[133],"ulcer":[135],"risks":[136],"has":[137],"considerable":[138],"room":[139],"improvement.":[141],"Our":[142],"previous":[143],"study":[144],"indicated":[145],"people":[151],"respond":[155],"very":[156],"differently":[157],"settings.":[163],"In":[164],"this":[165],"study,":[166],"we":[167],"artificial":[172],"neural":[173],"network":[174],"(ANN)":[175],"predict":[177],"functions":[182],"response":[186],"seating":[188],"pressure.":[189],"This":[190],"regression":[192,206],"learning":[193],"because":[194],"predicted":[196],"outputs":[197],"numerical":[199],"values.":[200],"Besides":[201],"challenging":[203],"nature":[204],"learning,":[207],"ANN":[208,237,246],"suffer":[210],"from":[211],"overfitting":[213,243],"problem":[214],"which,":[215],"when":[216],"occurring,":[217],"leads":[218],"poor":[220],"predictive":[221,269],"(i.e.,":[223],"cannot":[224],"generalize).":[225],"particle":[230],"swarm":[231],"optimization":[232],"(PSO)":[233],"algorithm":[234],"train":[236],"mitigate":[239],"impact":[241],"so":[244],"make":[248],"correct":[249],"predictions":[250],"both":[252],"existing":[253],"new":[255,272],"data.":[256,273],"Experimental":[257],"results":[258],"show":[259],"proposed":[262],"approach":[263],"promising":[265],"improve":[267],"ANN's":[268]},"counts_by_year":[],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
