{"id":"https://openalex.org/W2755815675","doi":"https://doi.org/10.1109/embc.2017.8037401","title":"An interpretable data-driven approach for rules construction: Application to cardiovascular risk assessment","display_name":"An interpretable data-driven approach for rules construction: Application to cardiovascular risk assessment","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2755815675","doi":"https://doi.org/10.1109/embc.2017.8037401","mag":"2755815675","pmid":"https://pubmed.ncbi.nlm.nih.gov/29060443"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2017.8037401","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8037401","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","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/A5065391400","display_name":"Diana Mendes","orcid":"https://orcid.org/0000-0002-1672-4906"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"D. Mendes","raw_affiliation_strings":["CISUC"],"affiliations":[{"raw_affiliation_string":"CISUC","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068198903","display_name":"S. Paredes","orcid":"https://orcid.org/0000-0002-1021-1173"},"institutions":[{"id":"https://openalex.org/I293362453","display_name":"Polytechnic Institute of Coimbra","ror":"https://ror.org/01n8x4993","country_code":"PT","type":"education","lineage":["https://openalex.org/I293362453"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"S. Paredes","raw_affiliation_strings":["Polytechnic Institute of Coimbra/ISEC"],"affiliations":[{"raw_affiliation_string":"Polytechnic Institute of Coimbra/ISEC","institution_ids":["https://openalex.org/I293362453"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017050304","display_name":"Teresa Rocha","orcid":"https://orcid.org/0000-0002-3497-7368"},"institutions":[{"id":"https://openalex.org/I293362453","display_name":"Polytechnic Institute of Coimbra","ror":"https://ror.org/01n8x4993","country_code":"PT","type":"education","lineage":["https://openalex.org/I293362453"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"T. Rocha","raw_affiliation_strings":["Polytechnic Institute of Coimbra/ISEC"],"affiliations":[{"raw_affiliation_string":"Polytechnic Institute of Coimbra/ISEC","institution_ids":["https://openalex.org/I293362453"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083637401","display_name":"P. Carvalho","orcid":"https://orcid.org/0000-0002-9847-0590"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"P. Carvalho","raw_affiliation_strings":["CISUC"],"affiliations":[{"raw_affiliation_string":"CISUC","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083997342","display_name":"J. Henriques","orcid":"https://orcid.org/0000-0003-4622-474X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"J. Henriques","raw_affiliation_strings":["CISUC"],"affiliations":[{"raw_affiliation_string":"CISUC","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033831989","display_name":"Jo\u00e3o Morais","orcid":"https://orcid.org/0000-0003-3406-2878"},"institutions":[{"id":"https://openalex.org/I169427155","display_name":"Instituto Polit\u00e9cnico de Leiria","ror":"https://ror.org/010dvvh94","country_code":"PT","type":"education","lineage":["https://openalex.org/I169427155"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"J. Morais","raw_affiliation_strings":["Cardiology Department, Leiria Hospital Centre, Portugal"],"affiliations":[{"raw_affiliation_string":"Cardiology Department, Leiria Hospital Centre, Portugal","institution_ids":["https://openalex.org/I169427155"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5065391400"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9634,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.83308042,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"2","issue":null,"first_page":"2646","last_page":"2649"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9794999957084656,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9602000117301941,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/computer-science","display_name":"Computer science","score":0.6444469094276428},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.542086660861969},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.4935842752456665},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.485737144947052},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4805622398853302},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.46066349744796753},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.45964834094047546},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.45198360085487366},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45190587639808655},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4513567388057709},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33140498399734497}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6444469094276428},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.542086660861969},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.4935842752456665},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.485737144947052},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4805622398853302},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46066349744796753},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.45964834094047546},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.45198360085487366},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45190587639808655},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4513567388057709},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33140498399734497},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002318","descriptor_name":"Cardiovascular Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D011174","descriptor_name":"Portugal","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011174","descriptor_name":"Portugal","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011174","descriptor_name":"Portugal","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2017.8037401","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8037401","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:29060443","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29060443","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","id":"https://metadata.un.org/sdg/3","score":0.6200000047683716}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W1570834090","https://openalex.org/W1634075355","https://openalex.org/W2007042673","https://openalex.org/W2097602401","https://openalex.org/W2110390205","https://openalex.org/W2119387367","https://openalex.org/W2146149132","https://openalex.org/W2726539084"],"related_works":["https://openalex.org/W2046929026","https://openalex.org/W2779278343","https://openalex.org/W2533987749","https://openalex.org/W1996434451","https://openalex.org/W1569026615","https://openalex.org/W2791725133","https://openalex.org/W2338117633","https://openalex.org/W2112831187","https://openalex.org/W2122149485","https://openalex.org/W4232131108"],"abstract_inverted_index":{"The":[0,145],"development":[1,62],"of":[2,14,24,53,63,79,82,104,127,135,162,177],"models":[3,65],"able":[4,26],"to":[5,17,27,37,66,118,141,181],"produce":[6],"an":[7,175],"understandable":[8],"decision":[9],"by":[10,158],"the":[11,22,42,51,54,61,68,77,90,93,102,113,125,133,142,159,165,172],"clinicians":[12],"is":[13,46,95,116,147],"great":[15],"importance":[16],"support":[18],"their":[19],"decision.":[20,56],"Therefore,":[21],"research":[23],"methodologies":[25],"extract":[28],"useful":[29],"knowledge":[30,40],"from":[31],"existing":[32],"datasets,":[33],"as":[34,36],"well":[35],"integrate":[38],"this":[39],"into":[41],"current":[43],"clinical":[44,55],"evidence,":[45],"a":[47,80,98,150],"key":[48],"aspect":[49],"in":[50,124,179,191],"enhancement":[52],"This":[57],"work":[58],"focuses":[59],"on":[60,72,97],"interpretable":[64,107,170],"assess":[67],"patient's":[69],"condition":[70],"based":[71],"supervised":[73],"clustering":[74],"theories,":[75],"enabling":[76],"discovery":[78],"set":[81],"features":[83],"that":[84,87,100,137],"best":[85],"represents":[86],"condition.":[88],"At":[89],"same":[91],"time,":[92],"technique":[94],"supported":[96],"structure":[99],"enables":[101],"formulation":[103],"simple":[105,168],"and":[106,169],"rules.":[108],"Despite":[109],"its":[110],"general":[111],"applicability,":[112],"proposed":[114],"methodology":[115,166],"applied":[117],"coronary":[119],"artery":[120],"disease":[121],"(CAD),":[122],"particularly,":[123],"risk":[126],"death":[128],"assessment":[129],"(30":[130],"days":[131],"after":[132],"admission)":[134],"patients":[136],"have":[138],"been":[139],"admitted":[140],"emergency":[143],"unit.":[144],"validation":[146],"performed":[148],"using":[149],"real":[151],"dataset":[152],"with":[153,186],"Acute":[154],"Coronary":[155],"Syndromes,":[156],"provided":[157],"Portuguese":[160],"Society":[161],"Cardiology.":[163],"While":[164],"produces":[167],"rules,":[171],"performance":[173],"achieves":[174],"improvement":[176],"7%":[178],"relation":[180],"geometric":[182],"mean,":[183],"when":[184],"compared":[185],"GRACE":[187],"model":[188],"(commonly":[189],"used":[190],"Portugal).":[192]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
