{"id":"https://openalex.org/W2160308286","doi":"https://doi.org/10.1016/j.jbi.2012.02.010","title":"Employing UMLS for generating hints in a tutoring system for medical problem-based learning","display_name":"Employing UMLS for generating hints in a tutoring system for medical problem-based learning","publication_year":2012,"publication_date":"2012-03-13","ids":{"openalex":"https://openalex.org/W2160308286","doi":"https://doi.org/10.1016/j.jbi.2012.02.010","mag":"2160308286","pmid":"https://pubmed.ncbi.nlm.nih.gov/22429987"},"language":"en","primary_location":{"id":"doi:10.1016/j.jbi.2012.02.010","doi":"https://doi.org/10.1016/j.jbi.2012.02.010","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jbi.2012.02.010","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1532046412000408/pdf","source":{"id":"https://openalex.org/S11622463","display_name":"Journal of Biomedical Informatics","issn_l":"1532-0464","issn":["1532-0464","1532-0480"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","ccf-c","cwts-core","dongbi-b","doyens","jufo-1","ki-jl-2","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Biomedical Informatics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.sciencedirect.com/science/article/pii/S1532046412000408/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075198076","display_name":"Hameedullah Kazi","orcid":"https://orcid.org/0000-0002-5517-058X","observed_orcids":["https://orcid.org/0000-0002-5517-058X"]},"institutions":[{"id":"https://openalex.org/I196431481","display_name":"Isra University","ror":"https://ror.org/04rmz8121","country_code":"PK","type":"education","lineage":["https://openalex.org/I196431481"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Hameedullah Kazi","raw_affiliation_strings":["Department of Electrical Engineering & Computer Science, Isra University, Pakistan. hkazi@isra.edu.pk","Department of Electrical Engineering & Computer Science, Isra University, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering & Computer Science, Isra University, Pakistan. hkazi@isra.edu.pk","institution_ids":["https://openalex.org/I196431481"]},{"raw_affiliation_string":"Department of Electrical Engineering & Computer Science, Isra University, Pakistan","institution_ids":["https://openalex.org/I196431481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023456047","display_name":"Peter Haddawy","orcid":"https://orcid.org/0000-0003-2203-006X","observed_orcids":["https://orcid.org/0000-0003-2203-006X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Peter Haddawy","raw_affiliation_strings":["United Nations University International Institute for Software Technology, Macao"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"United Nations University International Institute for Software Technology, Macao","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043311612","display_name":"Siriwan Suebnukarn","orcid":"https://orcid.org/0000-0003-1237-1274","observed_orcids":["https://orcid.org/0000-0003-1237-1274"]},"institutions":[{"id":"https://openalex.org/I108108428","display_name":"Thammasat University","ror":"https://ror.org/002yp7f20","country_code":"TH","type":"education","lineage":["https://openalex.org/I108108428"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Siriwan Suebnukarn","raw_affiliation_strings":["School of Dentistry, Thammasat University, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Dentistry, Thammasat University, Thailand","institution_ids":["https://openalex.org/I108108428"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5075198076"],"corresponding_institution_ids":["https://openalex.org/I196431481"],"apc_list":{"value":3410,"currency":"USD","value_usd":3410},"apc_paid":null,"fwci":1.0227,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.76200834,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":"45","issue":"3","first_page":"557","last_page":"565"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9907000064849854,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9907000064849854,"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":0.002899999963119626,"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/T10254","display_name":"Innovations in Medical Education","score":0.0012000000569969416,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/intelligent-tutoring-systems","display_name":"intelligent tutoring systems","score":0.8050000071525574},{"id":"https://openalex.org/keywords/problem-based-learning","display_name":"problem-based learning","score":0.8040000200271606},{"id":"https://openalex.org/keywords/medical-education","display_name":"medical education","score":0.9120000004768372},{"id":"https://openalex.org/keywords/umls","display_name":"UMLS","score":0.871999979019165},{"id":"https://openalex.org/keywords/domain-ontology","display_name":"domain ontology","score":0.7900000214576721},{"id":"https://openalex.org/keywords/hint-generation","display_name":"hint generation","score":0.9829999804496765},{"id":"https://openalex.org/keywords/meteors","display_name":"meteors","score":0.8109999895095825},{"id":"https://openalex.org/keywords/clinical-reasoning","display_name":"clinical reasoning","score":0.8560000061988831},{"id":"https://openalex.org/keywords/expert-consensus","display_name":"expert consensus","score":0.47600001096725464},{"id":"https://openalex.org/keywords/concept-co-occurrence","display_name":"concept co-occurrence","score":0.734000027179718}],"concepts":[{"id":"https://openalex.org/C69505689","wikidata":"https://www.wikidata.org/wiki/Q455338","display_name":"Unified Medical Language System","level":2,"score":0.800416111946106},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7664685249328613},{"id":"https://openalex.org/C55439883","wikidata":"https://www.wikidata.org/wiki/Q360812","display_name":"Correctness","level":2,"score":0.7089547514915466},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.6313053369522095},{"id":"https://openalex.org/C2779336797","wikidata":"https://www.wikidata.org/wiki/Q3055492","display_name":"Intelligent tutoring system","level":2,"score":0.6185880899429321},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5964707732200623},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.527739405632019},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4806850850582123},{"id":"https://openalex.org/C105776082","wikidata":"https://www.wikidata.org/wiki/Q617473","display_name":"Likert scale","level":2,"score":0.4553315341472626},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3249724209308624},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32483041286468506},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0934019684791565},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D004501","descriptor_name":"Education, Medical","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D005180","descriptor_name":"Faculty, Medical","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":"D011340","descriptor_name":"Problem Solving","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017432","descriptor_name":"Unified Medical Language System","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018794","descriptor_name":"Problem-Based Learning","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1016/j.jbi.2012.02.010","doi":"https://doi.org/10.1016/j.jbi.2012.02.010","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jbi.2012.02.010","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1532046412000408/pdf","source":{"id":"https://openalex.org/S11622463","display_name":"Journal of Biomedical Informatics","issn_l":"1532-0464","issn":["1532-0464","1532-0480"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","ccf-c","cwts-core","dongbi-b","doyens","jufo-1","ki-jl-2","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Biomedical Informatics","raw_type":"journal-article"},{"id":"pmid:22429987","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/22429987","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,"listed_in":[],"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":"Journal of biomedical informatics","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1016/j.jbi.2012.02.010","doi":"https://doi.org/10.1016/j.jbi.2012.02.010","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jbi.2012.02.010","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1532046412000408/pdf","source":{"id":"https://openalex.org/S11622463","display_name":"Journal of Biomedical Informatics","issn_l":"1532-0464","issn":["1532-0464","1532-0480"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","ccf-c","cwts-core","dongbi-b","doyens","jufo-1","ki-jl-2","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Biomedical Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.6164000034332275}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320323439","display_name":"Thammasat University","ror":"https://ror.org/002yp7f20"},{"id":"https://openalex.org/F4320337351","display_name":"National Cancer Institute","ror":"https://ror.org/040gcmg81"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2160308286.pdf","grobid_xml":"https://content.openalex.org/works/W2160308286.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W27879185","https://openalex.org/W97526734","https://openalex.org/W1508941757","https://openalex.org/W1544827161","https://openalex.org/W1551666312","https://openalex.org/W1588827462","https://openalex.org/W1593091100","https://openalex.org/W1622121661","https://openalex.org/W1647729745","https://openalex.org/W1659833910","https://openalex.org/W1858868033","https://openalex.org/W1988624983","https://openalex.org/W2000963751","https://openalex.org/W2034868451","https://openalex.org/W2038721957","https://openalex.org/W2039472977","https://openalex.org/W2066728303","https://openalex.org/W2084377579","https://openalex.org/W2087739686","https://openalex.org/W2105769174","https://openalex.org/W2114436459","https://openalex.org/W2117311111","https://openalex.org/W2127984016","https://openalex.org/W2131342345","https://openalex.org/W2137167118","https://openalex.org/W2140581050","https://openalex.org/W2142475479","https://openalex.org/W2144017306","https://openalex.org/W2163640453","https://openalex.org/W2168022840","https://openalex.org/W2534712034","https://openalex.org/W4376862038","https://openalex.org/W4413817132"],"related_works":["https://openalex.org/W2065080075","https://openalex.org/W2082868838","https://openalex.org/W1593091100","https://openalex.org/W2144017306","https://openalex.org/W56969581","https://openalex.org/W2117311111","https://openalex.org/W4251920167","https://openalex.org/W7100747084","https://openalex.org/W7097797244","https://openalex.org/W1467577969"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":1},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":2}],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2016-06-24T00:00:00"}
