{"id":"https://openalex.org/W4414034891","doi":"https://doi.org/10.1145/3705328.3759304","title":"Beyond Clicks: Eye-Tracking Insights into User Responses to Different Recommendation Types","display_name":"Beyond Clicks: Eye-Tracking Insights into User Responses to Different Recommendation Types","publication_year":2025,"publication_date":"2025-09-06","ids":{"openalex":"https://openalex.org/W4414034891","doi":"https://doi.org/10.1145/3705328.3759304"},"language":"en","primary_location":{"id":"doi:10.1145/3705328.3759304","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3705328.3759304","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Nineteenth ACM Conference on Recommender Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://eprints.gla.ac.uk/view/author/7010.html>","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054342126","display_name":"Georgios Koutroumpas","orcid":null},"institutions":[{"id":"https://openalex.org/I4210134591","display_name":"Telefonica Research and Development","ror":"https://ror.org/03qgzzb04","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210097190","https://openalex.org/I4210134591"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Georgios Koutroumpas","raw_affiliation_strings":["Telef\u00f3nica Scientific Research, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0009-0004-8423-357X","affiliations":[{"raw_affiliation_string":"Telef\u00f3nica Scientific Research, Barcelona, Spain","institution_ids":["https://openalex.org/I4210134591"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119556731","display_name":"Matteo Mazzini","orcid":null},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Matteo Mazzini","raw_affiliation_strings":["University of Padua, Padua, Italy"],"raw_orcid":"https://orcid.org/0009-0004-3013-3055","affiliations":[{"raw_affiliation_string":"University of Padua, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090242204","display_name":"Sebasti\u00e1n Idesis","orcid":"https://orcid.org/0000-0002-8158-1673"},"institutions":[{"id":"https://openalex.org/I4210134591","display_name":"Telefonica Research and Development","ror":"https://ror.org/03qgzzb04","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210097190","https://openalex.org/I4210134591"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Sebastian Idesis","raw_affiliation_strings":["Telef\u00f3nica Scientific Research, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0002-8158-1673","affiliations":[{"raw_affiliation_string":"Telef\u00f3nica Scientific Research, Barcelona, Spain","institution_ids":["https://openalex.org/I4210134591"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036905999","display_name":"Mireia Masias","orcid":"https://orcid.org/0000-0002-0810-4336"},"institutions":[{"id":"https://openalex.org/I4210134591","display_name":"Telefonica Research and Development","ror":"https://ror.org/03qgzzb04","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210097190","https://openalex.org/I4210134591"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mireia Masias Bruns","raw_affiliation_strings":["Telef\u00f3nica Scientific Research, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0002-0810-4336","affiliations":[{"raw_affiliation_string":"Telef\u00f3nica Scientific Research, Barcelona, Spain","institution_ids":["https://openalex.org/I4210134591"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069702331","display_name":"Joemon M. Jose","orcid":"https://orcid.org/0000-0001-9228-1759"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Joemon M. Jose","raw_affiliation_strings":["University of Glasgow, Glasgow, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0001-9228-1759","affiliations":[{"raw_affiliation_string":"University of Glasgow, Glasgow, United Kingdom","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078035284","display_name":"Sergi Abadal","orcid":"https://orcid.org/0000-0003-0941-0260"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Sergi Abadal","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Catalunya, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0003-0941-0260","affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004931613","display_name":"I. Arapakis","orcid":"https://orcid.org/0000-0002-4212-0890"},"institutions":[{"id":"https://openalex.org/I4210134591","display_name":"Telefonica Research and Development","ror":"https://ror.org/03qgzzb04","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210097190","https://openalex.org/I4210134591"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ioannis Arapakis","raw_affiliation_strings":["Telef\u00f3nica Scientific Research, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0002-4212-0890","affiliations":[{"raw_affiliation_string":"Telef\u00f3nica Scientific Research, Barcelona, Spain","institution_ids":["https://openalex.org/I4210134591"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1148","last_page":"1152"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9937000274658203,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9937000274658203,"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/T10609","display_name":"Digital Marketing and Social Media","score":0.982699990272522,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9747999906539917,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/computer-science","display_name":"Computer science","score":0.767881453037262},{"id":"https://openalex.org/keywords/eye-tracking","display_name":"Eye tracking","score":0.6399116516113281},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.5004110336303711},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4368038773536682},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3766786754131317},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08712485432624817}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.767881453037262},{"id":"https://openalex.org/C56461940","wikidata":"https://www.wikidata.org/wiki/Q970687","display_name":"Eye tracking","level":2,"score":0.6399116516113281},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.5004110336303711},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4368038773536682},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3766786754131317},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08712485432624817},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3705328.3759304","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3705328.3759304","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Nineteenth ACM Conference on Recommender Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.gla.ac.uk:361827","is_oa":true,"landing_page_url":"https://eprints.gla.ac.uk/view/author/7010.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Conference Proceedings"}],"best_oa_location":{"id":"pmh:oai:eprints.gla.ac.uk:361827","is_oa":true,"landing_page_url":"https://eprints.gla.ac.uk/view/author/7010.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Conference Proceedings"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1995875735","https://openalex.org/W2025329991","https://openalex.org/W2043812602","https://openalex.org/W2110065044","https://openalex.org/W2144807535","https://openalex.org/W2177526340","https://openalex.org/W2251324750","https://openalex.org/W2785436119","https://openalex.org/W2798435682","https://openalex.org/W2898769710","https://openalex.org/W2913606428","https://openalex.org/W2955186568","https://openalex.org/W3086742301","https://openalex.org/W3101366597","https://openalex.org/W3137529719","https://openalex.org/W3163516726","https://openalex.org/W4210271978","https://openalex.org/W4226280022","https://openalex.org/W4233967550","https://openalex.org/W4235646468","https://openalex.org/W4241727697","https://openalex.org/W4285798084","https://openalex.org/W4289764265","https://openalex.org/W4297347663","https://openalex.org/W4394814048","https://openalex.org/W4399199612","https://openalex.org/W4400522055","https://openalex.org/W4406080176","https://openalex.org/W4409772660","https://openalex.org/W4410239477","https://openalex.org/W4410701962","https://openalex.org/W4411227591"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Modern":[0],"recommender":[1,136],"systems":[2,137],"increasingly":[3],"rely":[4],"on":[5,134],"implicit":[6],"human":[7],"feedback":[8],"to":[9,53],"enhance":[10],"recommendation":[11,41,55,122],"quality,":[12],"personalization,":[13],"and":[14,29,59,76,81,127,138],"user":[15,113,125],"engagement.":[16],"In":[17,43],"e-commerce,":[18],"eye-tracking":[19,48,142],"has":[20,34],"emerged":[21],"as":[22],"a":[23,61,129],"valuable":[24],"tool":[25],"for":[26,74,131],"capturing":[27],"attention":[28],"preference,":[30],"yet":[31],"little":[32],"work":[33,133],"explored":[35],"how":[36],"users":[37,51,69],"behave":[38],"across":[39],"different":[40],"categories.":[42],"this":[44],"study,":[45],"we":[46],"analyse":[47],"data":[49],"from":[50],"exposed":[52],"four":[54],"types\u2014Exact,":[56],"Substitute,":[57],"Complement,":[58],"Irrelevant\u2014in":[60],"query-based":[62],"setting.":[63],"Our":[64],"results":[65],"reveal":[66],"consistent":[67],"patterns:":[68],"exhibit":[70],"predictable,":[71],"text-focused":[72],"viewing":[73],"Exact":[75],"Substitute":[77],"items,":[78,104],"while":[79],"Complement":[80,103],"Irrelevant":[82,90],"items":[83,91],"trigger":[84],"more":[85],"distributed,":[86],"exploratory":[87],"behaviour.":[88],"Notably,":[89],"elicit":[92],"higher":[93],"emotional":[94],"arousal":[95],"associated":[96],"with":[97,102],"disengagement\u2014a":[98],"pattern":[99],"not":[100],"seen":[101],"suggesting":[105],"the":[106,118,139],"latter":[107],"may":[108],"increase":[109],"diversity":[110],"without":[111],"harming":[112],"experience.":[114],"These":[115],"findings":[116],"highlight":[117],"importance":[119],"of":[120,141],"considering":[121],"context":[123],"in":[124],"modelling,":[126],"provide":[128],"foundation":[130],"future":[132],"context-aware":[135],"use":[140],"data.":[143]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
