{"id":"https://openalex.org/W1509481268","doi":"https://doi.org/10.1109/mipro.2015.7160367","title":"The application of formative e-assessment data in final exam results modeling using neural networks","display_name":"The application of formative e-assessment data in final exam results modeling using neural networks","publication_year":2015,"publication_date":"2015-05-01","ids":{"openalex":"https://openalex.org/W1509481268","doi":"https://doi.org/10.1109/mipro.2015.7160367","mag":"1509481268"},"language":"en","primary_location":{"id":"doi:10.1109/mipro.2015.7160367","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mipro.2015.7160367","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 38th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5072838483","display_name":"Jasna Gamulin","orcid":null},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]}],"countries":["HR"],"is_corresponding":true,"raw_author_name":"Jasna Gamulin","raw_affiliation_strings":["University of Zagreb, School of Medicine, Zagreb, Croatia","University of Zagreb School of Medicine, \u0160alata 3, Croatia"],"affiliations":[{"raw_affiliation_string":"University of Zagreb, School of Medicine, Zagreb, Croatia","institution_ids":["https://openalex.org/I181343428"]},{"raw_affiliation_string":"University of Zagreb School of Medicine, \u0160alata 3, Croatia","institution_ids":["https://openalex.org/I181343428"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078055506","display_name":"Ozren Gamulin","orcid":"https://orcid.org/0000-0001-6046-9773"},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]}],"countries":["HR"],"is_corresponding":false,"raw_author_name":"Ozren Gamulin","raw_affiliation_strings":["Department of Physics and Biophysics, School of Medicine, Zagreb, Croatia","University of Zagreb School of Medicine, Department of Physics and Biophysics, \u0160alata 3, Croatia"],"affiliations":[{"raw_affiliation_string":"Department of Physics and Biophysics, School of Medicine, Zagreb, Croatia","institution_ids":["https://openalex.org/I181343428"]},{"raw_affiliation_string":"University of Zagreb School of Medicine, Department of Physics and Biophysics, \u0160alata 3, Croatia","institution_ids":["https://openalex.org/I181343428"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037796635","display_name":"Dragutin Kermek","orcid":"https://orcid.org/0000-0003-0233-9430"},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]}],"countries":["HR"],"is_corresponding":false,"raw_author_name":"Dragutin Kermek","raw_affiliation_strings":["Faculty of Organization and Informatics, University of Zagreb, Vara\u017edin, Croatia","University of Zagreb Faculty of Organization and Informatics, Department of Computing and Technology, Department of Theoretical and Applied Foundations of Information Sciences, Pavlinska 1, Vara\u017edin, Croatia"],"affiliations":[{"raw_affiliation_string":"Faculty of Organization and Informatics, University of Zagreb, Vara\u017edin, Croatia","institution_ids":["https://openalex.org/I181343428"]},{"raw_affiliation_string":"University of Zagreb Faculty of Organization and Informatics, Department of Computing and Technology, Department of Theoretical and Applied Foundations of Information Sciences, Pavlinska 1, Vara\u017edin, Croatia","institution_ids":["https://openalex.org/I181343428"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5072838483"],"corresponding_institution_ids":["https://openalex.org/I181343428"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.01615327,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"726","last_page":"730"},"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":0.9521999955177307,"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":0.9521999955177307,"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/T14025","display_name":"Educational Technology and Assessment","score":0.9343000054359436,"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/T11122","display_name":"Online Learning and Analytics","score":0.9122999906539917,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/formative-assessment","display_name":"Formative assessment","score":0.8518432378768921},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6479274034500122},{"id":"https://openalex.org/keywords/aside","display_name":"Aside","score":0.5570272207260132},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.556931734085083},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.4923330545425415},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3762580156326294},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3611699938774109},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3052823543548584},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1071431040763855}],"concepts":[{"id":"https://openalex.org/C42525527","wikidata":"https://www.wikidata.org/wiki/Q1209955","display_name":"Formative assessment","level":2,"score":0.8518432378768921},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6479274034500122},{"id":"https://openalex.org/C2778120072","wikidata":"https://www.wikidata.org/wiki/Q2858150","display_name":"Aside","level":2,"score":0.5570272207260132},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.556931734085083},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.4923330545425415},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3762580156326294},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3611699938774109},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3052823543548584},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1071431040763855},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mipro.2015.7160367","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mipro.2015.7160367","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 38th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5400000214576721,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1536912437","https://openalex.org/W1598553907","https://openalex.org/W1825412781","https://openalex.org/W1971362221","https://openalex.org/W1977185509","https://openalex.org/W1983479840","https://openalex.org/W2009432182","https://openalex.org/W2035483413","https://openalex.org/W2038749650","https://openalex.org/W2045799742","https://openalex.org/W2091620917","https://openalex.org/W2096352448","https://openalex.org/W2100358124","https://openalex.org/W2117100923","https://openalex.org/W2160640014","https://openalex.org/W2162313689","https://openalex.org/W2164346714","https://openalex.org/W2170674956","https://openalex.org/W2185902968","https://openalex.org/W2760961424","https://openalex.org/W3144172081","https://openalex.org/W3145079440","https://openalex.org/W6632336681","https://openalex.org/W6638358205","https://openalex.org/W6662116513","https://openalex.org/W6684142229"],"related_works":["https://openalex.org/W2099480356","https://openalex.org/W609482051","https://openalex.org/W3199325201","https://openalex.org/W2792035366","https://openalex.org/W4386050096","https://openalex.org/W2360976019","https://openalex.org/W2906881146","https://openalex.org/W2351166673","https://openalex.org/W2390109066","https://openalex.org/W2002537515"],"abstract_inverted_index":{"After":[0],"introducing":[1],"e-assessment":[2,150,170],"into":[3],"laboratory":[4,155],"and":[5,65,123,157,175],"seminar":[6],"teaching":[7],"of":[8,56,62,85,131,144,149,162,169],"physics":[9],"in":[10,43,68,108,128],"a":[11,51],"biomedical":[12],"university":[13],"study":[14],"program":[15],"the":[16,54,94,97,103,111,160,163,180],"improved":[17],"final":[18,26,69,98,164,181],"practical":[19,27,99],"exam":[20,28,100],"passing":[21,29,101],"rate":[22,30],"was":[23],"observed.":[24],"The":[25,77,146,166],"increased":[31],"from":[32,93],"approximately":[33],"60%":[34],"to":[35,49,120,126],"more":[36],"than":[37],"80%.":[38],"Encouraged":[39],"by":[40,141],"these":[41],"results,":[42],"this":[44,134],"paper":[45,135],"we":[46,136],"will":[47,79],"try":[48],"show":[50],"correlation":[52],"between":[53],"results":[55],"e-assessments":[57],"collected":[58,87,140],"during":[59,88,154,173],"continuous":[60],"monitoring":[61],"student":[63,129],"performance":[64],"their":[66],"success":[67],"tests":[70],"using":[71,82],"neural":[72],"networks":[73],"as":[74],"modeling":[75],"method.":[76],"models":[78,104],"be":[80],"built":[81],"various":[83],"sets":[84],"data":[86,113,116,139],"three":[89],"academic":[90],"years.":[91],"Aside":[92],"impact":[95,178],"on":[96,179],"rate,":[102],"should":[105],"help":[106],"us":[107],"dealing":[109],"with":[110],"missing":[112,118],"problems.":[114],"Some":[115],"are":[117],"due":[119,125],"technical":[121],"problems":[122],"some":[124],"errors":[127],"handling":[130],"e-application.":[132],"In":[133],"have":[137],"observed":[138],"two":[142],"types":[143],"e-assessment.":[145],"first":[147],"type":[148,168],"is":[151,171],"carried":[152],"out":[153],"exercises":[156],"it":[158],"influences":[159],"formation":[161],"grade.":[165,182],"second":[167],"performed":[172],"seminars":[174],"has":[176],"no":[177]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
