{"id":"https://openalex.org/W4392936678","doi":"https://doi.org/10.4018/ijswis.340727","title":"Assessing the Effectiveness of Textual Recommendations in KoopaML","display_name":"Assessing the Effectiveness of Textual Recommendations in KoopaML","publication_year":2024,"publication_date":"2024-03-19","ids":{"openalex":"https://openalex.org/W4392936678","doi":"https://doi.org/10.4018/ijswis.340727"},"language":"en","primary_location":{"id":"doi:10.4018/ijswis.340727","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijswis.340727","pdf_url":"https://www.igi-global.com/ViewTitle.aspx?TitleId=340727&isxn=9798369324684","source":{"id":"https://openalex.org/S181240966","display_name":"International Journal on Semantic Web and Information Systems","issn_l":"1552-6283","issn":["1552-6283","1552-6291"],"is_oa":true,"is_in_doaj":false,"is_core":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Semantic Web and Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.igi-global.com/ViewTitle.aspx?TitleId=340727&isxn=9798369324684","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030651038","display_name":"Pablo Ant\u00fanez\u2010Mui\u00f1os","orcid":"https://orcid.org/0000-0003-0573-4321"},"institutions":[{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Pablo Ant\u00fanez-Mui\u00f1os","raw_affiliation_strings":["University Hospital of Salamanca, Spain","Research , University of Salamanca, Spain","Research , ,"],"raw_orcid":"https://orcid.org/0000-0003-0573-4321","affiliations":[{"raw_affiliation_string":"University Hospital of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]},{"raw_affiliation_string":"Research , University of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]},{"raw_affiliation_string":"Research , ,","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070362351","display_name":"Pablo P\u00e9rez-S\u00e1nchez","orcid":"https://orcid.org/0000-0001-8340-3662"},"institutions":[{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pablo P\u00e9rez-S\u00e1nchez","raw_affiliation_strings":["University Hospital of Salamanca, Spain","Research , ,","Research , University of Salamanca, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Hospital of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]},{"raw_affiliation_string":"Research , ,","institution_ids":[]},{"raw_affiliation_string":"Research , University of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036114382","display_name":"Andrea V\u00e1zquez\u2010Ingelmo","orcid":"https://orcid.org/0000-0002-7284-5593"},"institutions":[{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Andrea V\u00e1zquez-Ingelmo","raw_affiliation_strings":["GRIAL Research Group, University of Salamanca, Spain"],"raw_orcid":"https://orcid.org/0000-0002-7284-5593","affiliations":[{"raw_affiliation_string":"GRIAL Research Group, University of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050368394","display_name":"Francisco Jos\u00e9 Garc\u00eda\u2010Pe\u00f1alvo","orcid":"https://orcid.org/0000-0001-9987-5584"},"institutions":[{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Jos\u00e9 Garc\u00eda-Pe\u00f1alvo","raw_affiliation_strings":["GRIAL Research Group, University of Salamanca, Spain"],"raw_orcid":"https://orcid.org/0000-0001-9987-5584","affiliations":[{"raw_affiliation_string":"GRIAL Research Group, University of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029774699","display_name":"Antonio S\u00e1nchez-Puente","orcid":"https://orcid.org/0000-0002-6167-2041"},"institutions":[{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Antonio S\u00e1nchez-Puente","raw_affiliation_strings":["University Hospital of Salamanca, Spain","Research , ,","Research , University of Salamanca, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Hospital of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]},{"raw_affiliation_string":"Research , ,","institution_ids":[]},{"raw_affiliation_string":"Research , University of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079939255","display_name":"V\u00edctor Vicente-Palacios","orcid":"https://orcid.org/0000-0003-1895-7436"},"institutions":[{"id":"https://openalex.org/I4210118413","display_name":"Philips (Spain)","ror":"https://ror.org/01rswjc57","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210118413","https://openalex.org/I4210122849"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"V\u00edctor Vicente-Palacios","raw_affiliation_strings":["Philips Clinical Science, Spain"],"raw_orcid":"https://orcid.org/0000-0003-1895-7436","affiliations":[{"raw_affiliation_string":"Philips Clinical Science, Spain","institution_ids":["https://openalex.org/I4210118413"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026479444","display_name":"Alicia Garc\u00eda\u2010Holgado","orcid":"https://orcid.org/0000-0001-9663-1103"},"institutions":[{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alicia Garc\u00eda-Holgado","raw_affiliation_strings":["GRIAL Research Group, University of Salamanca, Spain"],"raw_orcid":"https://orcid.org/0000-0001-9663-1103","affiliations":[{"raw_affiliation_string":"GRIAL Research Group, University of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000872408","display_name":"P. Ignacio Dorado-D\u00edaz","orcid":"https://orcid.org/0000-0002-8344-6328"},"institutions":[{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"P. Ignacio Dorado-D\u00edaz","raw_affiliation_strings":["University of Salamanca, Spain"],"raw_orcid":"https://orcid.org/0000-0002-8344-6328","affiliations":[{"raw_affiliation_string":"University of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052419936","display_name":"Jes\u00fas Sampedro-G\u00f3mez","orcid":"https://orcid.org/0000-0002-7916-1426"},"institutions":[{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]},{"id":"https://openalex.org/I4210095014","display_name":"Centro de Investigaci\u00f3n en Red en Enfermedades Cardiovasculares","ror":"https://ror.org/00s29fn93","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210095014"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jes\u00fas Sampedro-G\u00f3mez","raw_affiliation_strings":["CIBERCV, Spain","Research , University of Salamanca, Spain","Research , ,","University Hospital of Salamanca, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CIBERCV, Spain","institution_ids":["https://openalex.org/I4210095014"]},{"raw_affiliation_string":"Research , University of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]},{"raw_affiliation_string":"Research , ,","institution_ids":[]},{"raw_affiliation_string":"University Hospital of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069507925","display_name":"Ignacio Cruz\u2010Gonz\u00e1lez","orcid":"https://orcid.org/0000-0001-9742-6072"},"institutions":[{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ignacio Cruz-Gonz\u00e1lez","raw_affiliation_strings":["University Hospital of Salamanca, Spain","Research , University of Salamanca, Spain","Research , ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Hospital of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]},{"raw_affiliation_string":"Research , University of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]},{"raw_affiliation_string":"Research , ,","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017420618","display_name":"Pedro L. S\u00e1nchez","orcid":"https://orcid.org/0000-0002-1402-0526"},"institutions":[{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pedro L. S\u00e1nchez","raw_affiliation_strings":["University of Salamanca, Spain & University Hospital of Salamanca, Spain","Research , University of Salamanca, Spain","Research , ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Salamanca, Spain & University Hospital of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]},{"raw_affiliation_string":"Research , University of Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]},{"raw_affiliation_string":"Research , ,","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5030651038"],"corresponding_institution_ids":["https://openalex.org/I184999862"],"apc_list":null,"apc_paid":null,"fwci":1.2641,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.8190478,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"20","issue":"1","first_page":"1","last_page":"21"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9991000294685364,"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"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9991000294685364,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9912999868392944,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9868000149726868,"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/computer-science","display_name":"Computer science","score":0.6578061580657959},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4973800480365753},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.37746044993400574},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3396342396736145}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6578061580657959},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4973800480365753},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.37746044993400574},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3396342396736145}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/ijswis.340727","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijswis.340727","pdf_url":"https://www.igi-global.com/ViewTitle.aspx?TitleId=340727&isxn=9798369324684","source":{"id":"https://openalex.org/S181240966","display_name":"International Journal on Semantic Web and Information Systems","issn_l":"1552-6283","issn":["1552-6283","1552-6291"],"is_oa":true,"is_in_doaj":false,"is_core":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Semantic Web and Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:gredos.usal.es:10366/168248","is_oa":true,"landing_page_url":"http://hdl.handle.net/10366/168248","pdf_url":"https://gredos.usal.es/bitstream/10366/168248/1/Assessing-the-Effectiveness-of-Textual-Recommendations-in-KoopaML_-A-Comparative-Study-on-Non-Expert-Users%27-ML-Pipeline-Development.pdf","source":{"id":"https://openalex.org/S4377196290","display_name":"Gredos (University of Salamanca)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184999862","host_organization_name":"Universidad de Salamanca","host_organization_lineage":["https://openalex.org/I184999862"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.4018/ijswis.340727","is_oa":true,"landing_page_url":"https://doi.org/10.4018/ijswis.340727","pdf_url":"https://www.igi-global.com/ViewTitle.aspx?TitleId=340727&isxn=9798369324684","source":{"id":"https://openalex.org/S181240966","display_name":"International Journal on Semantic Web and Information Systems","issn_l":"1552-6283","issn":["1552-6283","1552-6291"],"is_oa":true,"is_in_doaj":false,"is_core":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Semantic Web and Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392936678.pdf"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1240377842","https://openalex.org/W1555243480","https://openalex.org/W1979900513","https://openalex.org/W1989164753","https://openalex.org/W2050206309","https://openalex.org/W2064823137","https://openalex.org/W2133990480","https://openalex.org/W2484970634","https://openalex.org/W2521726444","https://openalex.org/W2555194672","https://openalex.org/W2592929672","https://openalex.org/W2786864001","https://openalex.org/W2889976627","https://openalex.org/W2895763047","https://openalex.org/W2934399013","https://openalex.org/W2949297597","https://openalex.org/W2952477473","https://openalex.org/W3011786056","https://openalex.org/W3017131514","https://openalex.org/W3026767334","https://openalex.org/W3033827826","https://openalex.org/W3047908100","https://openalex.org/W3049568452","https://openalex.org/W3094108931","https://openalex.org/W3095539085","https://openalex.org/W3112534039","https://openalex.org/W3112833346","https://openalex.org/W3120740533","https://openalex.org/W3125627650","https://openalex.org/W3134442660","https://openalex.org/W3155427096","https://openalex.org/W3183318857","https://openalex.org/W3203378264","https://openalex.org/W4200219777","https://openalex.org/W4213287278","https://openalex.org/W4225394997","https://openalex.org/W4229658977","https://openalex.org/W4312475441","https://openalex.org/W4312907931","https://openalex.org/W4319935829","https://openalex.org/W4380082979","https://openalex.org/W4386337496"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W4391913857","https://openalex.org/W2350741829","https://openalex.org/W2530322880"],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1],"(AI)":[2],"integration,":[3],"notably":[4],"in":[5,13,97,101,132],"healthcare,":[6,135],"has":[7],"been":[8],"significant,":[9],"yet":[10],"effective":[11],"implementation":[12],"critical":[14,102],"areas":[15],"requires":[16],"expertise.":[17],"KoopaML,":[18],"a":[19,42,122],"previously":[20],"developed":[21],"visual":[22],"platform,":[23],"aims":[24],"at":[25],"bridging":[26],"this":[27],"gap,":[28],"enabling":[29],"users":[30,120],"with":[31,59,64],"limited":[32],"AI":[33,124],"knowledge":[34],"to":[35],"build":[36],"ML":[37,44,88,116],"pipelines.":[38],"Its":[39],"core":[40],"is":[41,127],"heuristic-based":[43],"task":[45],"recommender,":[46],"offering":[47],"guidance":[48,83],"and":[49,69,118],"contextual":[50],"explanations.":[51],"The":[52,106],"authors":[53],"compared":[54],"the":[55,65,70,92],"use":[56],"of":[57],"KoopaML":[58,110],"two":[60],"non-expert":[61,141],"groups:":[62],"one":[63],"recommender":[66],"system":[67],"enabled":[68],"other":[71],"without.":[72],"Results":[73],"showed":[74],"KoopaML's":[75],"intuitiveness":[76],"benefits":[77],"all":[78],"but":[79],"emphasized":[80],"that":[81],"textual":[82],"doesn't":[84],"substitute":[85],"for":[86,94,129],"fundamental":[87],"understanding.":[89],"This":[90,126],"underscores":[91],"need":[93],"educational":[95,113],"components":[96],"such":[98],"tools,":[99],"especially":[100],"fields":[103],"like":[104,134],"healthcare.":[105],"paper":[107],"suggests":[108],"future":[109],"enhancements":[111],"include":[112],"modules,":[114],"making":[115],"accessible,":[117],"ensuring":[119],"develop":[121],"solid":[123],"foundation.":[125],"crucial":[128],"quality":[130],"outcomes":[131],"sectors":[133],"leveraging":[136],"AI's":[137],"potential":[138],"through":[139],"enhanced":[140],"user":[142],"capability.":[143]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}
