{"id":"https://openalex.org/W7126398374","doi":"https://doi.org/10.1007/s44163-025-00806-8","title":"The influence of affective AI literacy on student satisfaction in higher education","display_name":"The influence of affective AI literacy on student satisfaction in higher education","publication_year":2026,"publication_date":"2026-01-31","ids":{"openalex":"https://openalex.org/W7126398374","doi":"https://doi.org/10.1007/s44163-025-00806-8"},"language":"en","primary_location":{"id":"doi:10.1007/s44163-025-00806-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00806-8","pdf_url":null,"source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1007/s44163-025-00806-8","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018429906","display_name":"Madiha Shafiq","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149394","display_name":"Valley Tech Systems (United States)","ror":"https://ror.org/045pznz06","country_code":"US","type":"company","lineage":["https://openalex.org/I4210149394"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Madiha Shafiq","raw_affiliation_strings":["Tech Valley Research Centre (TVRC), Tech Valley, Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tech Valley Research Centre (TVRC), Tech Valley, Islamabad, Pakistan","institution_ids":["https://openalex.org/I4210149394"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022611854","display_name":"Z. Saleem","orcid":null},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Zohra Saleem","raw_affiliation_strings":["COMSATS University Islamabad, Islamabad, Abbottabad Campus, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"COMSATS University Islamabad, Islamabad, Abbottabad Campus, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5119673579","display_name":"Abdullah Ijaz","orcid":null},"institutions":[{"id":"https://openalex.org/I55060895","display_name":"University of Greenwich","ror":"https://ror.org/00bmj0a71","country_code":"GB","type":"education","lineage":["https://openalex.org/I55060895"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Abdullah Ijaz","raw_affiliation_strings":["Business, Operations, and Strategy (BOS), University of Greenwich, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Business, Operations, and Strategy (BOS), University of Greenwich, London, UK","institution_ids":["https://openalex.org/I55060895"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5119673579"],"corresponding_institution_ids":["https://openalex.org/I55060895"],"apc_list":{"value":990,"currency":"EUR","value_usd":1067},"apc_paid":{"value":990,"currency":"EUR","value_usd":1067},"fwci":27.719,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.98548073,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"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/T12128","display_name":"AI in Service Interactions","score":0.2590000033378601,"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/T12128","display_name":"AI in Service Interactions","score":0.2590000033378601,"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/T10068","display_name":"Technology Adoption and User Behaviour","score":0.1728000044822693,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12338","display_name":"Digital literacy in education","score":0.033799998462200165,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/generalizability-theory","display_name":"Generalizability theory","score":0.7297000288963318},{"id":"https://openalex.org/keywords/higher-education","display_name":"Higher education","score":0.6729999780654907},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.5561000108718872},{"id":"https://openalex.org/keywords/feeling","display_name":"Feeling","score":0.48240000009536743},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.4814000129699707},{"id":"https://openalex.org/keywords/structural-equation-modeling","display_name":"Structural equation modeling","score":0.46470001339912415},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.428600013256073},{"id":"https://openalex.org/keywords/student-engagement","display_name":"Student engagement","score":0.4153999984264374},{"id":"https://openalex.org/keywords/literacy","display_name":"Literacy","score":0.41359999775886536}],"concepts":[{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.7297000288963318},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.7092999815940857},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.6729999780654907},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.5561000108718872},{"id":"https://openalex.org/C122980154","wikidata":"https://www.wikidata.org/wiki/Q205555","display_name":"Feeling","level":2,"score":0.48240000009536743},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.4814000129699707},{"id":"https://openalex.org/C71104824","wikidata":"https://www.wikidata.org/wiki/Q1476639","display_name":"Structural equation modeling","level":2,"score":0.46470001339912415},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.428600013256073},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.4230000078678131},{"id":"https://openalex.org/C194519906","wikidata":"https://www.wikidata.org/wiki/Q7627827","display_name":"Student engagement","level":2,"score":0.4153999984264374},{"id":"https://openalex.org/C547764534","wikidata":"https://www.wikidata.org/wiki/Q8236","display_name":"Literacy","level":2,"score":0.41359999775886536},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.39100000262260437},{"id":"https://openalex.org/C2780945536","wikidata":"https://www.wikidata.org/wiki/Q1117179","display_name":"Life satisfaction","level":2,"score":0.31139999628067017},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.3068000078201294},{"id":"https://openalex.org/C192531217","wikidata":"https://www.wikidata.org/wiki/Q595868","display_name":"Computer literacy","level":2,"score":0.2896000146865845},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.2809000015258789},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.2718000113964081},{"id":"https://openalex.org/C119883117","wikidata":"https://www.wikidata.org/wiki/Q679789","display_name":"Information literacy","level":2,"score":0.266400009393692},{"id":"https://openalex.org/C152747807","wikidata":"https://www.wikidata.org/wiki/Q1854913","display_name":"Summative assessment","level":3,"score":0.26570001244544983},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.26420000195503235},{"id":"https://openalex.org/C2781206393","wikidata":"https://www.wikidata.org/wiki/Q2748419","display_name":"Academic achievement","level":2,"score":0.26409998536109924},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.2606000006198883},{"id":"https://openalex.org/C65067816","wikidata":"https://www.wikidata.org/wiki/Q2295139","display_name":"Computer-assisted web interviewing","level":2,"score":0.2581999897956848},{"id":"https://openalex.org/C131158328","wikidata":"https://www.wikidata.org/wiki/Q1307337","display_name":"Social influence","level":2,"score":0.25769999623298645},{"id":"https://openalex.org/C109778625","wikidata":"https://www.wikidata.org/wiki/Q796573","display_name":"Computer-mediated communication","level":3,"score":0.2531000077724457},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.2513999938964844}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s44163-025-00806-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00806-8","pdf_url":null,"source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:gala.gre.ac.uk:52553","is_oa":false,"landing_page_url":"https://orcid.org/0000-0003-4180-7399","pdf_url":null,"source":{"id":"https://openalex.org/S4306401244","display_name":"Greenwich Academic Literature Archive (University of Greenwich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I55060895","host_organization_name":"University of Greenwich","host_organization_lineage":["https://openalex.org/I55060895"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:doaj.org/article:ab0119a426a64d14805f835552b7eb0c","is_oa":false,"landing_page_url":"https://doaj.org/article/ab0119a426a64d14805f835552b7eb0c","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":"Discover Artificial Intelligence, Vol 6, Iss 1 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44163-025-00806-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00806-8","pdf_url":null,"source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8829381465911865,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1730072672","https://openalex.org/W1791587663","https://openalex.org/W2025984155","https://openalex.org/W2048696097","https://openalex.org/W2100379340","https://openalex.org/W2112042732","https://openalex.org/W2511633677","https://openalex.org/W2885013639","https://openalex.org/W2905811773","https://openalex.org/W2962447799","https://openalex.org/W2981863007","https://openalex.org/W3029022390","https://openalex.org/W3171520612","https://openalex.org/W3205345811","https://openalex.org/W3210383951","https://openalex.org/W3215201135","https://openalex.org/W4220787724","https://openalex.org/W4221079197","https://openalex.org/W4294608649","https://openalex.org/W4296345563","https://openalex.org/W4297093142","https://openalex.org/W4377085372","https://openalex.org/W4379160552","https://openalex.org/W4381686884","https://openalex.org/W4381987793","https://openalex.org/W4383312437","https://openalex.org/W4385666963","https://openalex.org/W4389681621","https://openalex.org/W4390235475","https://openalex.org/W4390863670","https://openalex.org/W4391652341","https://openalex.org/W4392811576","https://openalex.org/W4401111556","https://openalex.org/W4402369108","https://openalex.org/W4402988539","https://openalex.org/W4405665346","https://openalex.org/W4409230245","https://openalex.org/W4413074692"],"related_works":[],"abstract_inverted_index":{"This":[0],"study":[1,157],"explores":[2],"the":[3,34,61,90,195,212],"impact":[4,241],"of":[5,37,57,109,120,141,179,183,197,238],"affective":[6,102],"AI":[7,103,110,167,190,239],"literacy":[8,104],"on":[9,23,203,242],"student":[10,147,150,243],"satisfaction":[11,129,186],"in":[12,154],"Pakistan\u2019s":[13],"evolving":[14],"higher":[15,159],"education":[16,25,160],"sector,":[17],"which":[18,200],"is":[19,42,92],"placing":[20],"greater":[21],"emphasis":[22],"sustainable":[24],"and":[26,87,89,128,138,152,165,174,185,230],"market-relevant":[27],"skills.":[28],"Technology":[29],"Acceptance":[30],"Model":[31],"together":[32],"with":[33,39],"Cognitive-Affective":[35],"Theory":[36],"Learning":[38],"Media":[40],"(CATLM)":[41],"used":[43],"as":[44],"theoretical":[45],"lens":[46],"for":[47],"analyzing":[48],"this":[49],"investigation.":[50],"Conducted":[51],"across":[52],"three":[53],"geographically":[54],"distinct":[55],"campuses":[56],"COMSATS":[58],"University":[59],"Islamabad,":[60],"research":[62,83,221],"uses":[63],"a":[64,235],"convenience":[65,198],"sampling":[66],"approach.":[67],"237":[68],"computer":[69,204],"science":[70,205],"undergraduates":[71,206],"participated":[72],"through":[73],"an":[74],"online":[75],"survey.":[76],"Measurement":[77],"items":[78],"are":[79,143],"adapted":[80],"from":[81,207],"established":[82],"to":[84,145,161,187,214,233],"ensure":[85],"validity":[86],"reliability,":[88],"data":[91],"analyzed":[93],"using":[94],"Structural":[95],"Equation":[96],"Modeling":[97],"(SEM).":[98],"Results":[99],"indicate":[100],"that":[101],"positively":[105],"impacts":[106],"students\u2019":[107,177],"perceptions":[108,178],"tools\u2019":[111],"usefulness":[112,137],"(\u03b2":[113,122,130],"=":[114,123,131],"0.655,":[115],"p":[116,125,133],"<":[117,126,134],".001),":[118,127],"ease":[119,140,182],"use":[121,142,196],"0.613,":[124],"0.148,":[132],".01).":[135],"Perceived":[136],"perceived":[139],"found":[144],"mediate":[146],"satisfaction,":[148],"enhancing":[149],"engagement":[151],"personalization":[153],"learning.":[155],"The":[156],"urges":[158],"include":[162,194],"emotional,":[163],"ethical,":[164],"user-friendly":[166],"considerations":[168],"into":[169],"curricula,":[170],"examining":[171],"how":[172],"feelings":[173],"attitudes":[175],"shape":[176],"AI\u2019s":[180],"usefulness,":[181],"use,":[184],"foster":[188],"holistic":[189],"literacy.":[191],"However,":[192],"limitations":[193],"sampling,":[199],"focused":[201],"exclusively":[202],"specific":[208],"campuses,":[209],"potentially":[210],"limiting":[211],"generalizability":[213],"other":[215],"disciplines":[216],"or":[217],"regions.":[218],"Additionally,":[219],"future":[220],"could":[222],"explore":[223],"additional":[224],"factors":[225],"like":[226],"enjoyment,":[227],"social":[228],"influence,":[229],"academic":[231],"performance":[232],"gain":[234],"broader":[236],"understanding":[237],"literacy\u2019s":[240],"satisfaction.":[244]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-14T08:36:36.166977","created_date":"2026-02-02T00:00:00"}
