{"id":"https://openalex.org/W2490142541","doi":"https://doi.org/10.4018/978-1-4666-9882-6.ch013","title":"Applying Soft Computing to Clinical Decision Support","display_name":"Applying Soft Computing to Clinical Decision Support","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2490142541","doi":"https://doi.org/10.4018/978-1-4666-9882-6.ch013","mag":"2490142541"},"language":"en","primary_location":{"id":"doi:10.4018/978-1-4666-9882-6.ch013","doi":"https://doi.org/10.4018/978-1-4666-9882-6.ch013","is_oa":false,"landing_page_url":"https://doi.org/10.4018/978-1-4666-9882-6.ch013","pdf_url":null,"source":{"id":"https://openalex.org/S4210235006","display_name":"Advances in bioinformatics and biomedical engineering book series","issn_l":"2327-7033","issn":["2327-7033","2327-7041"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Bioinformatics and Biomedical Engineering","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W2538873410","display_name":"Applying Business Intelligence to Clinical and Healthcare Organizations"},"type":"book-chapter","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://repositorium.uminho.pt/items/8fdea4df-3015-4816-9bf9-23dca0285755/request-a-copy?bitstream=02b44c4d-109c-4be5-bf2d-19916c86a42e","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011826531","display_name":"Jose Manuel Machado","orcid":"https://orcid.org/0000-0003-4121-6169","observed_orcids":["https://orcid.org/0000-0003-4121-6169"]},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Machado","raw_affiliation_strings":["Universidade do Minho, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade do Minho, Portugal","institution_ids":["https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060610490","display_name":"Lucas Pinto de Oliveira","orcid":"https://orcid.org/0000-0002-7593-3302","observed_orcids":["https://orcid.org/0000-0002-7593-3302"]},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Lucas Oliveira","raw_affiliation_strings":["Universidade do Minho, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade do Minho, Portugal","institution_ids":["https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112277174","display_name":"Lu\u00eds Barreiro","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Lu\u00eds Barreiro","raw_affiliation_strings":["Universidade do Minho, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade do Minho, Portugal","institution_ids":["https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102266645","display_name":"Serafim Pinto","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Serafim Pinto","raw_affiliation_strings":["Universidade do Minho, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade do Minho, Portugal","institution_ids":["https://openalex.org/I99682543"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012000546","display_name":"Ana Coimbra","orcid":"https://orcid.org/0000-0002-8997-6231","observed_orcids":["https://orcid.org/0000-0002-8997-6231"]},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Ana Coimbra","raw_affiliation_strings":["Universidade do Minho, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade do Minho, Portugal","institution_ids":["https://openalex.org/I99682543"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I99682543"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"256","last_page":"271"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9976000189781189,"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":0.9976000189781189,"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.0008999999845400453,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10320","display_name":"Neural Networks and Applications","score":9.999999747378752e-05,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/clinical-decision-support","display_name":"clinical decision support","score":0.9269999861717224},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.9380000233650208},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"genetic algorithm","score":1.0},{"id":"https://openalex.org/keywords/learning-systems","display_name":"learning systems","score":0.6129999756813049},{"id":"https://openalex.org/keywords/diabetes-detection","display_name":"diabetes detection","score":0.6000000238418579},{"id":"https://openalex.org/keywords/parkinson-s-disease-detection","display_name":"Parkinson's disease detection","score":0.9309999942779541},{"id":"https://openalex.org/keywords/soft-computing","display_name":"soft computing","score":0.800000011920929}],"concepts":[{"id":"https://openalex.org/C140073362","wikidata":"https://www.wikidata.org/wiki/Q738759","display_name":"Soft computing","level":3,"score":0.7782379388809204},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.7393641471862793},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7004741430282593},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6384873390197754},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.6085270643234253},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5108675360679626},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47745826840400696},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4123401939868927},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.32690781354904175},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2543257474899292}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.4018/978-1-4666-9882-6.ch013","doi":"https://doi.org/10.4018/978-1-4666-9882-6.ch013","is_oa":false,"landing_page_url":"https://doi.org/10.4018/978-1-4666-9882-6.ch013","pdf_url":null,"source":{"id":"https://openalex.org/S4210235006","display_name":"Advances in bioinformatics and biomedical engineering book series","issn_l":"2327-7033","issn":["2327-7033","2327-7041"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Bioinformatics and Biomedical Engineering","raw_type":"book-chapter"},{"id":"pmh:oai:repositorium.sdum.uminho.pt:1822/51737","doi":null,"is_oa":true,"landing_page_url":"https://repositorium.uminho.pt/items/8fdea4df-3015-4816-9bf9-23dca0285755/request-a-copy?bitstream=02b44c4d-109c-4be5-bf2d-19916c86a42e","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"book part"},{"id":"pmh:oai:repositorium.uminho.pt:1822/51737","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/1822/51737","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"book part"}],"best_oa_location":{"id":"pmh:oai:repositorium.sdum.uminho.pt:1822/51737","doi":null,"is_oa":true,"landing_page_url":"https://repositorium.uminho.pt/items/8fdea4df-3015-4816-9bf9-23dca0285755/request-a-copy?bitstream=02b44c4d-109c-4be5-bf2d-19916c86a42e","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"book part"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.6240000128746033,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2002016471","https://openalex.org/W2097571405","https://openalex.org/W2496897087","https://openalex.org/W2616311551","https://openalex.org/W4249028950"],"related_works":["https://openalex.org/W4402679438","https://openalex.org/W3217697594","https://openalex.org/W4232157389","https://openalex.org/W4412066667","https://openalex.org/W2010648681","https://openalex.org/W1970624970","https://openalex.org/W2132318355","https://openalex.org/W4285020462","https://openalex.org/W2759538496","https://openalex.org/W2184101041"],"abstract_inverted_index":{"This":[0],"article":[1],"aims":[2],"to":[3,32],"explain":[4],"the":[5,9,37,49,53],"construction":[6],"process":[7],"of":[8,51,55],"learing":[10],"systems":[11,21],"based":[12],"on":[13],"Artificial":[14],"Neural":[15],"Networks":[16],"and":[17,26,35,40,45],"Genetic":[18],"Algorithms.":[19],"These":[20],"were":[22],"implemented":[23],"using":[24],"R":[25],"Python":[27],"programming":[28],"languages,":[29],"in":[30],"order":[31],"compare":[33],"results":[34],"achieve":[36],"best":[38],"solution":[39],"it":[41],"was":[42],"used":[43],"Diabetes":[44],"Parkinson":[46],"datasets":[47],"with":[48],"purpose":[50],"identifying":[52],"carriers":[54],"these":[56],"diseases.":[57]},"counts_by_year":[],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2016-08-23T00:00:00"}