{"id":"https://openalex.org/W2019923096","doi":"https://doi.org/10.1109/bibmw.2012.6470349","title":"Research on optimal Traditional Chinese Medicine treatment of knee ostarthritis with data mining algorithms","display_name":"Research on optimal Traditional Chinese Medicine treatment of knee ostarthritis with data mining algorithms","publication_year":2012,"publication_date":"2012-10-01","ids":{"openalex":"https://openalex.org/W2019923096","doi":"https://doi.org/10.1109/bibmw.2012.6470349","mag":"2019923096"},"language":"en","primary_location":{"id":"doi:10.1109/bibmw.2012.6470349","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibmw.2012.6470349","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE International Conference on Bioinformatics and Biomedicine Workshops","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5102887069","display_name":"Da Guo","orcid":"https://orcid.org/0000-0002-0688-5968"},"institutions":[{"id":"https://openalex.org/I4210105832","display_name":"First Affiliated Hospital of Guangzhou University of Chinese Medicine","ror":"https://ror.org/01mxpdw03","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105832"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Da Guo","raw_affiliation_strings":["The 2nd Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"The 2nd Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China","institution_ids":["https://openalex.org/I4210105832"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100402619","display_name":"Jian Li","orcid":"https://orcid.org/0000-0003-4517-5819"},"institutions":[{"id":"https://openalex.org/I4210101306","display_name":"Integrated Chinese Medicine (China)","ror":"https://ror.org/01ahf6552","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210101306"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Li","raw_affiliation_strings":["Guangdong Province Hospital of Integrated Traditional Chinese and Western Medicine, Guangzhou, China","Guangdong Provincal Hospital of Integrated Traditional Chinese and Western Medicine, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Province Hospital of Integrated Traditional Chinese and Western Medicine, Guangzhou, China","institution_ids":["https://openalex.org/I4210101306"]},{"raw_affiliation_string":"Guangdong Provincal Hospital of Integrated Traditional Chinese and Western Medicine, Guangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002570462","display_name":"Gang Zhang","orcid":"https://orcid.org/0000-0002-3998-4663"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Zhang","raw_affiliation_strings":["Faculty of Automation, GuangDong University of Technology, Guangzhou, China","Faculty of Automation, Guangdong University of Technology, Guangzhou\u00a0, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Automation, GuangDong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"Faculty of Automation, Guangdong University of Technology, Guangzhou\u00a0, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103972327","display_name":"Weixiang Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weixiang Lu","raw_affiliation_strings":["Faculty of Automation, GuangDong University of Technology, Guangzhou, China","Faculty of Automation, Guangdong University of Technology, Guangzhou\u00a0, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Automation, GuangDong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"Faculty of Automation, Guangdong University of Technology, Guangzhou\u00a0, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101164428","display_name":"Xu Shaojian","orcid":null},"institutions":[{"id":"https://openalex.org/I4210105832","display_name":"First Affiliated Hospital of Guangzhou University of Chinese Medicine","ror":"https://ror.org/01mxpdw03","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105832"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaojian Xu","raw_affiliation_strings":["The 2nd Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"The 2nd Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China","institution_ids":["https://openalex.org/I4210105832"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100361857","display_name":"Jun Liu","orcid":"https://orcid.org/0000-0002-4365-4165"},"institutions":[{"id":"https://openalex.org/I4210105832","display_name":"First Affiliated Hospital of Guangzhou University of Chinese Medicine","ror":"https://ror.org/01mxpdw03","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105832"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Liu","raw_affiliation_strings":["The 2nd Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"The 2nd Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China","institution_ids":["https://openalex.org/I4210105832"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5102887069"],"corresponding_institution_ids":["https://openalex.org/I4210105832"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.08443092,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"5","issue":null,"first_page":"406","last_page":"409"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9926999807357788,"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/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9926999807357788,"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/T14028","display_name":"Healthcare and Venom Research","score":0.9868000149726868,"subfield":{"id":"https://openalex.org/subfields/2736","display_name":"Pharmacology"},"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/T10105","display_name":"Osteoarthritis Treatment and Mechanisms","score":0.9836000204086304,"subfield":{"id":"https://openalex.org/subfields/2745","display_name":"Rheumatology"},"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/c4.5-algorithm","display_name":"C4.5 algorithm","score":0.7202008962631226},{"id":"https://openalex.org/keywords/randomized-controlled-trial","display_name":"Randomized controlled trial","score":0.6318046450614929},{"id":"https://openalex.org/keywords/traditional-chinese-medicine","display_name":"Traditional Chinese medicine","score":0.564049243927002},{"id":"https://openalex.org/keywords/acupuncture","display_name":"Acupuncture","score":0.550994336605072},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5154014825820923},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4930400550365448},{"id":"https://openalex.org/keywords/physical-therapy","display_name":"Physical therapy","score":0.48801031708717346},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46309566497802734},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41548052430152893},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37073051929473877},{"id":"https://openalex.org/keywords/alternative-medicine","display_name":"Alternative medicine","score":0.33858588337898254},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3325396180152893},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3246007561683655},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.17705467343330383},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.12363693118095398}],"concepts":[{"id":"https://openalex.org/C52003472","wikidata":"https://www.wikidata.org/wiki/Q1022655","display_name":"C4.5 algorithm","level":4,"score":0.7202008962631226},{"id":"https://openalex.org/C168563851","wikidata":"https://www.wikidata.org/wiki/Q1436668","display_name":"Randomized controlled trial","level":2,"score":0.6318046450614929},{"id":"https://openalex.org/C188947578","wikidata":"https://www.wikidata.org/wiki/Q200253","display_name":"Traditional Chinese medicine","level":3,"score":0.564049243927002},{"id":"https://openalex.org/C56837625","wikidata":"https://www.wikidata.org/wiki/Q121713","display_name":"Acupuncture","level":3,"score":0.550994336605072},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5154014825820923},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4930400550365448},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.48801031708717346},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46309566497802734},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41548052430152893},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37073051929473877},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.33858588337898254},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3325396180152893},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3246007561683655},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.17705467343330383},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.12363693118095398},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibmw.2012.6470349","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibmw.2012.6470349","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE International Conference on Bioinformatics and Biomedicine Workshops","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5299999713897705,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W208128215","https://openalex.org/W2067665631","https://openalex.org/W2067870978","https://openalex.org/W2140190241","https://openalex.org/W2150964537","https://openalex.org/W2355772941","https://openalex.org/W2363666993","https://openalex.org/W6680704940"],"related_works":["https://openalex.org/W4214491888","https://openalex.org/W2756012949","https://openalex.org/W2313958768","https://openalex.org/W3003508951","https://openalex.org/W2100170134","https://openalex.org/W2363944694","https://openalex.org/W3096006032","https://openalex.org/W2967802456","https://openalex.org/W2807997743","https://openalex.org/W3191461944"],"abstract_inverted_index":{"At":[0],"present,":[1],"more":[2,4],"and":[3,15,25,132,141,167],"patients":[5],"suffering":[6],"from":[7,38],"knee":[8],"OA":[9,137],"(Ostarthritis)":[10],"are":[11],"treated":[12],"with":[13],"complementary":[14],"alternative":[16],"medicine,":[17],"such":[18,103],"as":[19,28,46,104],"herbal":[20,22],"drugs,":[21],"patches,":[23],"acupuncture":[24],"manipulation":[26],"etc,":[27],"an":[29],"effective":[30],"therapy.":[31],"However,":[32],"traditional":[33],"statistical":[34],"methods":[35],"data":[36,97],"gathered":[37],"randomized":[39,75],"controlled":[40,76],"trials":[41],"(RCT)":[42],"which":[43,149],"were":[44],"considered":[45],"the":[47,68,85,122,146,165],"golden":[48],"standard":[49],"for":[50],"therapy":[51,171],"effectiveness":[52],"failed":[53],"to":[54,88,100,144],"confirm":[55],"those":[56,158],"therapies":[57],"efficacy.":[58],"Whether":[59],"we":[60,162],"can":[61,152],"accurately":[62],"predict":[63,145],"these":[64],"therapeutic":[65,147],"effects":[66],"on":[67],"basis":[69],"of":[70,80,118,121,136,157,169],"a":[71,150],"prospective,":[72],"five-center,":[73],"parallel-group,":[74],"trial":[77],"by":[78],"means":[79,117],"other":[81],"innovative":[82],"ways":[83],"is":[84],"question.":[86],"According":[87],"this":[89],"question,":[90],"our":[91],"team":[92],"adopted":[93],"several":[94],"commonly":[95],"used":[96],"mining":[98],"algorithms":[99],"study":[101],"it,":[102],"KNN":[105],"(k-Nearest":[106],"Neighbor":[107],"algorithm),":[108],"j48":[109],"(decision":[110],"tree),":[111],"ANN":[112],"(Artificial":[113],"Neural":[114],"Network).":[115],"By":[116],"modeling":[119],"analysis":[120],"patients'":[123],"Traditional":[124],"Chinese":[125],"Medicine":[126],"(TCM)":[127],"symptoms":[128],"questionnaire,":[129],"Western":[130],"Ontario":[131],"McMaster":[133],"Universities":[134],"Index":[135],"(WOMAC)":[138],"total":[139],"score":[140],"SF-36":[142],"assessment":[143],"effect":[148,166],"patient":[151],"achieve":[153],"after":[154],"adopting":[155],"one":[156],"TCM":[159],"therapies.":[160],"Then":[161],"comprehensively":[163],"analysed":[164],"characteristic":[168],"every":[170],"schedule.":[172]},"counts_by_year":[{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}