{"id":"https://openalex.org/W4362658826","doi":"https://doi.org/10.1080/10494820.2023.2194935","title":"Determining of learners\u2019 intervention preferences in the digital learning environment based on analytic hierarchy process","display_name":"Determining of learners\u2019 intervention preferences in the digital learning environment based on analytic hierarchy process","publication_year":2023,"publication_date":"2023-04-06","ids":{"openalex":"https://openalex.org/W4362658826","doi":"https://doi.org/10.1080/10494820.2023.2194935"},"language":"en","primary_location":{"id":"doi:10.1080/10494820.2023.2194935","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2023.2194935","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-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/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":["Ege University","Faculty of Education Computer Education and Instructional Technologies, Ege University, Izmir, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-9462-1953","affiliations":[{"raw_affiliation_string":"Ege University","institution_ids":["https://openalex.org/I41641357"]},{"raw_affiliation_string":"Faculty of Education Computer Education and Instructional Technologies, Ege University, Izmir, Turkey","institution_ids":["https://openalex.org/I41641357"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5000995043"],"corresponding_institution_ids":["https://openalex.org/I41641357"],"apc_list":null,"apc_paid":null,"fwci":0.6696,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.77870742,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"32","issue":"8","first_page":"4154","last_page":"4168"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998000264167786,"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":0.9998000264167786,"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/T14182","display_name":"Technology-Enhanced Education Studies","score":0.9678999781608582,"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"}},{"id":"https://openalex.org/T10162","display_name":"Online and Blended Learning","score":0.9672999978065491,"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/psychological-intervention","display_name":"Psychological intervention","score":0.6964460611343384},{"id":"https://openalex.org/keywords/digital-learning","display_name":"Digital learning","score":0.561206579208374},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.551680326461792},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.5293968915939331},{"id":"https://openalex.org/keywords/learning-environment","display_name":"Learning environment","score":0.5289635062217712},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5266316533088684},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.4978184700012207},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.4762706458568573},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.42679211497306824},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.41952207684516907},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.39557555317878723},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3792966604232788},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.2691740393638611},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.11758086085319519}],"concepts":[{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.6964460611343384},{"id":"https://openalex.org/C2780468074","wikidata":"https://www.wikidata.org/wiki/Q16628824","display_name":"Digital learning","level":2,"score":0.561206579208374},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.551680326461792},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.5293968915939331},{"id":"https://openalex.org/C2778365744","wikidata":"https://www.wikidata.org/wiki/Q2426689","display_name":"Learning environment","level":2,"score":0.5289635062217712},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5266316533088684},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.4978184700012207},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.4762706458568573},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42679211497306824},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.41952207684516907},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.39557555317878723},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3792966604232788},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.2691740393638611},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.11758086085319519},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10494820.2023.2194935","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2023.2194935","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8600000143051147,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":73,"referenced_works":["https://openalex.org/W262569669","https://openalex.org/W643967429","https://openalex.org/W1486785378","https://openalex.org/W1901620948","https://openalex.org/W1920472088","https://openalex.org/W1968417432","https://openalex.org/W2001964774","https://openalex.org/W2023734059","https://openalex.org/W2030441548","https://openalex.org/W2036577981","https://openalex.org/W2040722235","https://openalex.org/W2044109626","https://openalex.org/W2059405503","https://openalex.org/W2070635017","https://openalex.org/W2071097428","https://openalex.org/W2084268671","https://openalex.org/W2086145942","https://openalex.org/W2086235321","https://openalex.org/W2095742734","https://openalex.org/W2113723816","https://openalex.org/W2125007393","https://openalex.org/W2129904120","https://openalex.org/W2143114693","https://openalex.org/W2143959207","https://openalex.org/W2146286581","https://openalex.org/W2153822440","https://openalex.org/W2159533189","https://openalex.org/W2167935053","https://openalex.org/W2187022131","https://openalex.org/W2288786724","https://openalex.org/W2406295982","https://openalex.org/W2409037778","https://openalex.org/W2488354337","https://openalex.org/W2509533451","https://openalex.org/W2560140854","https://openalex.org/W2565923739","https://openalex.org/W2577307581","https://openalex.org/W2582001816","https://openalex.org/W2585206336","https://openalex.org/W2603513490","https://openalex.org/W2607519433","https://openalex.org/W2625258984","https://openalex.org/W2745945089","https://openalex.org/W2752766730","https://openalex.org/W2784078400","https://openalex.org/W2794743649","https://openalex.org/W2798422690","https://openalex.org/W2901503724","https://openalex.org/W2904708668","https://openalex.org/W2904980464","https://openalex.org/W2921995751","https://openalex.org/W2945326420","https://openalex.org/W2945685654","https://openalex.org/W2952962531","https://openalex.org/W2990738880","https://openalex.org/W3002947507","https://openalex.org/W3042155677","https://openalex.org/W3090285026","https://openalex.org/W3092288222","https://openalex.org/W3118139433","https://openalex.org/W3199766639","https://openalex.org/W4205409138","https://openalex.org/W4206330154","https://openalex.org/W4206589792","https://openalex.org/W4206692640","https://openalex.org/W4206773290","https://openalex.org/W4214850100","https://openalex.org/W4241398742","https://openalex.org/W4300572746","https://openalex.org/W6631684407","https://openalex.org/W6685134816","https://openalex.org/W6749952506","https://openalex.org/W6760147575"],"related_works":["https://openalex.org/W4377140396","https://openalex.org/W4206724246","https://openalex.org/W2950844480","https://openalex.org/W4382398841","https://openalex.org/W1988889981","https://openalex.org/W3099414706","https://openalex.org/W2132912969","https://openalex.org/W2138000512","https://openalex.org/W2159756821","https://openalex.org/W4387162798"],"abstract_inverted_index":{"Learning":[0],"analytics":[1,70],"aims":[2],"to":[3,30,38,45,65,84,95,128,177],"improve":[4],"learning":[5,10,26,59,69,75,116,121,146],"and":[6,19,81,106,136],"teaching":[7],"in":[8,23,103,118],"digital":[9,25,58,74,120],"environments":[11],"by":[12,49],"optimizing":[13],"them.":[14,110],"Real-time":[15],"feedback,":[16],"suggestions,":[17],"directions,":[18],"interventions":[20,64,83,138,142],"are":[21,100,153],"structured":[22],"the":[24,52,89,119,158,172,187,191],"environments.":[27],"In":[28,86],"order":[29],"structure":[31],"more":[32,101,165],"effective":[33],"interventions,":[34],"it":[35,168],"is":[36,47,94],"crucial":[37],"ascertain":[39],"which":[40,97,104,107],"of":[41,54,91,186,190],"these":[42],"services":[43],"offered":[44],"students":[46,66,105,112,192],"chosen":[48],"students.":[50,85],"Within":[51],"scope":[53],"this":[55,87,92],"research,":[56],"a":[57,114,164],"environment":[60,76],"that":[61,139,171],"can":[62,77,140],"offer":[63,141],"based":[67,143,149],"on":[68,144,150],"was":[71,126,169,193],"presented.":[72],"The":[73,111],"provide":[78],"instructional,":[79],"supportive":[80,137],"motivational":[82,135],"context,":[88],"aim":[90],"study":[93],"determine":[96,129],"intervention":[98,159,188],"strategies":[99],"successful":[102],"learners":[108],"prefer":[109,134],"had":[113],"14-week":[115],"experience":[117],"environment.":[122],"Analytic":[123],"Hierarchy":[124],"Process":[125],"used":[127],"learner":[130],"preferences.":[131],"Students":[132],"primarily":[133],"their":[145,154,179],"processes.":[147],"Interventions":[148],"assessment":[151],"tasks":[152],"last":[155],"choice.":[156],"When":[157],"types":[160,189],"were":[161,176],"examined":[162],"at":[163],"granular":[166],"level,":[167],"found":[170],"students\u2019":[173],"primary":[174],"preferences":[175,185],"see":[178],"individual":[180],"performances.":[181],"Detailed":[182],"information":[183],"about":[184],"discussed.":[194]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2025-10-10T00:00:00"}