{"id":"https://openalex.org/W2994449679","doi":"https://doi.org/10.1186/s40561-019-0100-7","title":"An intervention engine design and development based on learning analytics: the intelligent intervention system (In2S)","display_name":"An intervention engine design and development based on learning analytics: the intelligent intervention system (In2S)","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W2994449679","doi":"https://doi.org/10.1186/s40561-019-0100-7","mag":"2994449679"},"language":"en","primary_location":{"id":"doi:10.1186/s40561-019-0100-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40561-019-0100-7","pdf_url":"https://slejournal.springeropen.com/track/pdf/10.1186/s40561-019-0100-7","source":{"id":"https://openalex.org/S2494786546","display_name":"Smart Learning Environments","issn_l":"2196-7091","issn":["2196-7091"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Smart Learning Environments","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://slejournal.springeropen.com/track/pdf/10.1186/s40561-019-0100-7","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000995043","display_name":"Muhittin \u015eahi\u0307n","orcid":"https://orcid.org/0000-0002-9462-1953"},"institutions":[{"id":"https://openalex.org/I41641357","display_name":"Ege University","ror":"https://ror.org/02eaafc18","country_code":"TR","type":"education","lineage":["https://openalex.org/I41641357"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Muhittin \u015eahin","raw_affiliation_strings":["Faculty of Education, Department of Computer Education & Instructional Technology, Ege University, 35040, Bornova, \u0130zmir, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-9462-1953","affiliations":[{"raw_affiliation_string":"Faculty of Education, Department of Computer Education & Instructional Technology, Ege University, 35040, Bornova, \u0130zmir, Turkey","institution_ids":["https://openalex.org/I41641357"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074546471","display_name":"Halil Yurdug\u00fcl","orcid":"https://orcid.org/0000-0001-7856-4664"},"institutions":[{"id":"https://openalex.org/I66514158","display_name":"Hacettepe University","ror":"https://ror.org/04kwvgz42","country_code":"TR","type":"education","lineage":["https://openalex.org/I66514158"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Halil Yurdug\u00fcl","raw_affiliation_strings":["Faculty of Education, Department of Computer Education & Instructional Technology, Hacettepe University, 06800, Beytepe, Ankara, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Education, Department of Computer Education & Instructional Technology, Hacettepe University, 06800, Beytepe, Ankara, Turkey","institution_ids":["https://openalex.org/I66514158"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5000995043"],"corresponding_institution_ids":["https://openalex.org/I41641357"],"apc_list":null,"apc_paid":null,"fwci":4.3742,"has_fulltext":true,"cited_by_count":30,"citation_normalized_percentile":{"value":0.94506829,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"6","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T10731","display_name":"Educational Games and Gamification","score":0.97079998254776,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9657999873161316,"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/intervention","display_name":"Intervention (counseling)","score":0.7571718692779541},{"id":"https://openalex.org/keywords/dashboard","display_name":"Dashboard","score":0.698648989200592},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6412882804870605},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.5195284485816956},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.5110667943954468},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4632493257522583},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.46081939339637756},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.45177051424980164},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3727147579193115},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.34088513255119324},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1953572928905487},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.09502455592155457}],"concepts":[{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.7571718692779541},{"id":"https://openalex.org/C33499554","wikidata":"https://www.wikidata.org/wiki/Q1417134","display_name":"Dashboard","level":2,"score":0.698648989200592},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6412882804870605},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.5195284485816956},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.5110667943954468},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4632493257522583},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.46081939339637756},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.45177051424980164},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3727147579193115},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.34088513255119324},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1953572928905487},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.09502455592155457},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s40561-019-0100-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40561-019-0100-7","pdf_url":"https://slejournal.springeropen.com/track/pdf/10.1186/s40561-019-0100-7","source":{"id":"https://openalex.org/S2494786546","display_name":"Smart Learning Environments","issn_l":"2196-7091","issn":["2196-7091"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Smart Learning Environments","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:54433511b1124146b83967395938b392","is_oa":false,"landing_page_url":"https://doaj.org/article/54433511b1124146b83967395938b392","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Smart Learning Environments, Vol 6, Iss 1, Pp 1-18 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40561-019-0100-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40561-019-0100-7","pdf_url":"https://slejournal.springeropen.com/track/pdf/10.1186/s40561-019-0100-7","source":{"id":"https://openalex.org/S2494786546","display_name":"Smart Learning Environments","issn_l":"2196-7091","issn":["2196-7091"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Smart Learning Environments","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.8100000023841858}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323272","display_name":"Hacettepe \u00dcniversitesi","ror":"https://ror.org/04kwvgz42"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2994449679.pdf","grobid_xml":"https://content.openalex.org/works/W2994449679.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W193122027","https://openalex.org/W262569669","https://openalex.org/W643967429","https://openalex.org/W1193235687","https://openalex.org/W1557459633","https://openalex.org/W1689003288","https://openalex.org/W1898103075","https://openalex.org/W1901620948","https://openalex.org/W1968417432","https://openalex.org/W1969865311","https://openalex.org/W1981210033","https://openalex.org/W2030441548","https://openalex.org/W2036577981","https://openalex.org/W2040722235","https://openalex.org/W2063785776","https://openalex.org/W2071097428","https://openalex.org/W2079372207","https://openalex.org/W2079966199","https://openalex.org/W2086145942","https://openalex.org/W2098927322","https://openalex.org/W2125007393","https://openalex.org/W2127418831","https://openalex.org/W2129904120","https://openalex.org/W2143114693","https://openalex.org/W2143959207","https://openalex.org/W2156390738","https://openalex.org/W2189020589","https://openalex.org/W2497851566","https://openalex.org/W2559362885","https://openalex.org/W2578804580","https://openalex.org/W2582001816","https://openalex.org/W2603513490","https://openalex.org/W2734530239","https://openalex.org/W2798422690","https://openalex.org/W2925515791","https://openalex.org/W3015221529","https://openalex.org/W3199766639","https://openalex.org/W4214850100","https://openalex.org/W4230437022","https://openalex.org/W4248450049","https://openalex.org/W4285719527","https://openalex.org/W4292003697","https://openalex.org/W6607898029"],"related_works":["https://openalex.org/W3034267728","https://openalex.org/W3134741836","https://openalex.org/W4379434981","https://openalex.org/W2588291961","https://openalex.org/W2594203497","https://openalex.org/W4225907471","https://openalex.org/W4321608238","https://openalex.org/W2113723816","https://openalex.org/W4312251268","https://openalex.org/W3149853082"],"abstract_inverted_index":{"Abstract":[0],"In":[1,33,52,120,139,148],"this":[2,31],"study,":[3],"an":[4,107],"intervention":[5,16,59,69,111,223],"engine":[6,17,224],"based":[7,48,72,83,172],"on":[8,49,73,84,173],"learning":[9,86,162,168,180],"analytics":[10],"was":[11,70,170,215],"designed":[12],"and":[13,37,43,64,78,95,134,195,231],"developed.":[14],"The":[15,67,76,167],"is":[18,46,112,229],"named":[19],"the":[20,28,44,85,89,100,115,118,121,143,147,156,165,183,191,200,212,218,222,227,237],"Intelligent":[21],"Intervention":[22],"System":[23],"(In":[24],"2":[25,34,53,149],"S).":[26],"Within":[27],"scope":[29],"of":[30,58,88,123,127,239],"research;":[32],"S":[35,54],"system":[36,45,192,201,228],"its":[38],"components":[39],"have":[40,136],"been":[41,137],"introduced,":[42],"evaluated":[47,171],"learners\u2019":[50],"views.":[51,175],"includes":[55],"three":[56],"types":[57],"that":[60,217,226],"are":[61,97],"instructional,":[62],"supportive,":[63],"motivational":[65,79,124],"intervention.":[66,109],"instructional":[68,108],"structured":[71,82],"assessment":[74,104],"tasks.":[75],"supportive":[77],"interventions":[80],"were":[81,153,204],"experiences":[87],"learners.":[90],"Signal":[91],"lights":[92],"(red,":[93],"yellow,":[94],"green)":[96],"presented":[98,113],"to":[99,114,141,211,233],"learners":[101,116,157,219],"for":[102,206],"each":[103],"task":[105],"as":[106,129],"Supportive":[110],"via":[117],"dashboard.":[119],"context":[122,238],"intervention,":[125],"elements":[126],"gamification":[128],"a":[130,160,178],"leader":[131],"board,":[132],"badges,":[133],"notifications":[135],"used.":[138],"order":[140],"obtain":[142],"learner\u2019s":[144],"views":[145],"about":[146],"S,":[150],"semi-structured":[151],"interviews":[152],"conducted":[154],"with":[155,164],"who":[158,189,198,220],"had":[159,177],"previous":[161],"experience":[163,181],"system.":[166],"environment":[169],"their":[174],"Learners":[176],"nine-week":[179],"in":[182,236],"e-learning":[184],"environment.":[185],"Then,":[186],"eight":[187,196],"students":[188,197],"used":[190,199],"most":[193,202],"actively":[194],"passively":[203],"selected":[205],"focus":[207],"group":[208],"interviews..":[209],"According":[210],"findings,":[213],"it":[214,235],"seen":[216],"use":[221,234],"indicated":[225],"useful":[230],"want":[232],"other":[240],"courses.":[241]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}