{"id":"https://openalex.org/W2102318417","doi":"https://doi.org/10.3233/978-1-60750-044-5-579","title":"Knowledge Discovery about Quality of Life Changes of Spinal Cord Injury Patients: Clustering Based on Rules by States","display_name":"Knowledge Discovery about Quality of Life Changes of Spinal Cord Injury Patients: Clustering Based on Rules by States","publication_year":2009,"publication_date":"2009-01-01","ids":{"openalex":"https://openalex.org/W2102318417","doi":"https://doi.org/10.3233/978-1-60750-044-5-579","mag":"2102318417","pmid":"https://pubmed.ncbi.nlm.nih.gov/19745377"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-60750-044-5-579","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-60750-044-5-579","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/2117/8203","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020268190","display_name":"Karina Gibert","orcid":"https://orcid.org/0000-0002-8542-3509"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Gibert Karina","raw_affiliation_strings":["Knowledge Engineering and Machine Learning Group, Department of Statistics and Operations Research, Universitat Politecnica de Catalunya, Barcelona, Spain. karina.gibert@upc.edu"],"affiliations":[{"raw_affiliation_string":"Knowledge Engineering and Machine Learning Group, Department of Statistics and Operations Research, Universitat Politecnica de Catalunya, Barcelona, Spain. karina.gibert@upc.edu","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Garc&iacute;a-Rudolph Alejandro","orcid":null},"institutions":[{"id":"https://openalex.org/I123044942","display_name":"Universitat Aut\u00f2noma de Barcelona","ror":"https://ror.org/052g8jq94","country_code":"ES","type":"education","lineage":["https://openalex.org/I123044942"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Garc&iacute;a-Rudolph Alejandro","raw_affiliation_strings":["Universitat Aut\u00f2noma de Barcelona, Cerdanyola del Vall\u00e8s, Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Aut\u00f2noma de Barcelona, Cerdanyola del Vall\u00e8s, Spain","institution_ids":["https://openalex.org/I123044942"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Curcoll Llu&iuml;sa","orcid":null},"institutions":[{"id":"https://openalex.org/I123044942","display_name":"Universitat Aut\u00f2noma de Barcelona","ror":"https://ror.org/052g8jq94","country_code":"ES","type":"education","lineage":["https://openalex.org/I123044942"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Curcoll Llu&iuml;sa","raw_affiliation_strings":["Universitat Aut\u00f2noma de Barcelona, Cerdanyola del Vall\u00e8s, Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Aut\u00f2noma de Barcelona, Cerdanyola del Vall\u00e8s, Spain","institution_ids":["https://openalex.org/I123044942"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Soler Dolors","orcid":null},"institutions":[{"id":"https://openalex.org/I123044942","display_name":"Universitat Aut\u00f2noma de Barcelona","ror":"https://ror.org/052g8jq94","country_code":"ES","type":"education","lineage":["https://openalex.org/I123044942"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Soler Dolors","raw_affiliation_strings":["Universitat Aut\u00f2noma de Barcelona, Cerdanyola del Vall\u00e8s, Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Aut\u00f2noma de Barcelona, Cerdanyola del Vall\u00e8s, Spain","institution_ids":["https://openalex.org/I123044942"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032280151","display_name":"Laura Pla","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pla Laura","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"Tormos Jos&eacute; Mar&iacute;a","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tormos Jos&eacute; Mar&iacute;a","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5020268190"],"corresponding_institution_ids":["https://openalex.org/I9617848"],"apc_list":null,"apc_paid":null,"fwci":6.3199,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.95845481,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"150","issue":null,"first_page":"579","last_page":"83"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9401000142097473,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9401000142097473,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9187999963760376,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/cluster-analysis","display_name":"Cluster analysis","score":0.7688510417938232},{"id":"https://openalex.org/keywords/knowledge-extraction","display_name":"Knowledge extraction","score":0.7207164168357849},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5926392078399658},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5104776620864868},{"id":"https://openalex.org/keywords/spinal-cord-injury","display_name":"Spinal cord injury","score":0.5025839805603027},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4746333360671997},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.460854709148407},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4254325032234192},{"id":"https://openalex.org/keywords/quality-of-life","display_name":"Quality of life (healthcare)","score":0.41060763597488403},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37899720668792725},{"id":"https://openalex.org/keywords/spinal-cord","display_name":"Spinal cord","score":0.22028759121894836},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.20697668194770813},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18401139974594116},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.09624800086021423},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.06935331225395203}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7688510417938232},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.7207164168357849},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5926392078399658},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5104776620864868},{"id":"https://openalex.org/C2778334475","wikidata":"https://www.wikidata.org/wiki/Q1415275","display_name":"Spinal cord injury","level":3,"score":0.5025839805603027},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4746333360671997},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.460854709148407},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4254325032234192},{"id":"https://openalex.org/C2779951463","wikidata":"https://www.wikidata.org/wiki/Q7268788","display_name":"Quality of life (healthcare)","level":2,"score":0.41060763597488403},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37899720668792725},{"id":"https://openalex.org/C2780775167","wikidata":"https://www.wikidata.org/wiki/Q9606","display_name":"Spinal cord","level":2,"score":0.22028759121894836},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.20697668194770813},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18401139974594116},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.09624800086021423},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.06935331225395203},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","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":"D000328","descriptor_name":"Adult","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":"D005260","descriptor_name":"Female","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":"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":"D008297","descriptor_name":"Male","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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013119","descriptor_name":"Spinal Cord Injuries","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D013119","descriptor_name":"Spinal Cord Injuries","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D013119","descriptor_name":"Spinal Cord Injuries","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":false},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051188","descriptor_name":"Knowledge Bases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D051188","descriptor_name":"Knowledge Bases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D051188","descriptor_name":"Knowledge Bases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.3233/978-1-60750-044-5-579","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-60750-044-5-579","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:19745377","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/19745377","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":"Studies in health technology and informatics","raw_type":null},{"id":"pmh:oai:recercat.cat:2072/190088","is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/8203","pdf_url":null,"source":{"id":"https://openalex.org/S4306402147","display_name":"RECERCAT (Consorci de Serveis Universitaris de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210090028","host_organization_name":"Consorci de Serveis Universitaris de Catalunya","host_organization_lineage":["https://openalex.org/I4210090028"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:upcommons.upc.edu:2117/8203","is_oa":true,"landing_page_url":"https://hdl.handle.net/2117/8203","pdf_url":"http://hdl.handle.net/2117/8203","source":{"id":"https://openalex.org/S4210207057","display_name":"QRU Quaderns de Recerca en Urbanisme","issn_l":"2014-9689","issn":["2014-9689","2385-6777"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310322448","host_organization_name":"Q71272178","host_organization_lineage":["https://openalex.org/P4310322448"],"host_organization_lineage_names":["Q71272178"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:recercat.cat:2072/190088","is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/8203","pdf_url":null,"source":{"id":"https://openalex.org/S4306402147","display_name":"RECERCAT (Consorci de Serveis Universitaris de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210090028","host_organization_name":"Consorci de Serveis Universitaris de Catalunya","host_organization_lineage":["https://openalex.org/I4210090028"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321505","display_name":"Generalitat de Catalunya","ror":"https://ror.org/01bg62x04"},{"id":"https://openalex.org/F4320334923","display_name":"Instituto de Salud Carlos III","ror":"https://ror.org/00ca2c886"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1523293200","https://openalex.org/W1562888669","https://openalex.org/W1594998971","https://openalex.org/W1985530092","https://openalex.org/W2066748038","https://openalex.org/W2068462128","https://openalex.org/W2111937426","https://openalex.org/W2158963591","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W4298130764","https://openalex.org/W2804364458","https://openalex.org/W2132641928","https://openalex.org/W4310225030","https://openalex.org/W2090259340","https://openalex.org/W1926736923","https://openalex.org/W2158836806","https://openalex.org/W2393816671","https://openalex.org/W2083665254","https://openalex.org/W2942177010"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"an":[3],"integral":[4],"Knowledge":[5],"Discovery":[6],"Methodology,":[7],"named":[8],"Clustering":[9],"based":[10],"on":[11],"rules":[12],"by":[13,77],"States,":[14],"which":[15],"incorporates":[16,53],"artificial":[17],"intelligence":[18],"(AI)":[19],"and":[20],"statistical":[21],"methods":[22],"as":[23,25,58],"well":[24],"interpretation-oriented":[26],"tools,":[27],"is":[28],"used":[29],"for":[30,91,119],"extracting":[31],"knowledge":[32,103],"patterns":[33,74],"about":[34,88],"the":[35,40,54,63,70,89,124],"evolution":[36],"over":[37,100],"time":[38],"of":[39,42,45,69,98,123],"Quality":[41],"Life":[43],"(QoL)":[44],"patients":[46,99],"with":[47,56,62],"Spinal":[48],"Cord":[49],"Injury.":[50],"The":[51,102],"methodology":[52,65],"interaction":[55],"experts":[57],"a":[59,115],"crucial":[60],"element":[61],"clustering":[64],"to":[66,113],"guarantee":[67],"usefulness":[68],"results.":[71],"Four":[72],"typical":[73],"are":[75,86],"discovered":[76],"taking":[78],"into":[79],"account":[80],"prior":[81],"expert":[82],"knowledge.":[83],"Several":[84],"hypotheses":[85],"elaborated":[87],"reasons":[90],"psychological":[92],"distress":[93],"or":[94],"decreases":[95],"in":[96],"QoL":[97],"time.":[101],"discovery":[104],"from":[105],"data":[106],"(KDD)":[107],"approach":[108],"turns":[109],"out,":[110],"once":[111],"again,":[112],"be":[114],"suitable":[116],"formal":[117],"framework":[118],"handling":[120],"multidimensional":[121],"complexity":[122],"health":[125],"domains.":[126]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":2},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
