{"id":"https://openalex.org/W4415974815","doi":"https://doi.org/10.1016/j.procs.2025.09.322","title":"Usability and Frustration in Using Adaptive Functions for Decision Making: A User Study","display_name":"Usability and Frustration in Using Adaptive Functions for Decision Making: A User Study","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4415974815","doi":"https://doi.org/10.1016/j.procs.2025.09.322"},"language":"en","primary_location":{"id":"doi:10.1016/j.procs.2025.09.322","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2025.09.322","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"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":"Procedia Computer Science","raw_type":"journal-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1016/j.procs.2025.09.322","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079720378","display_name":"Shuja Mughal","orcid":"https://orcid.org/0000-0002-0692-6141"},"institutions":[{"id":"https://openalex.org/I212119943","display_name":"University of Victoria","ror":"https://ror.org/04s5mat29","country_code":"CA","type":"education","lineage":["https://openalex.org/I212119943"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Shuja Mughal","raw_affiliation_strings":["Department of Computer Science, University of Victoria, Victoria, BC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Victoria, Victoria, BC, Canada","institution_ids":["https://openalex.org/I212119943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065694348","display_name":"Jens Weber","orcid":"https://orcid.org/0000-0003-4591-6728"},"institutions":[{"id":"https://openalex.org/I212119943","display_name":"University of Victoria","ror":"https://ror.org/04s5mat29","country_code":"CA","type":"education","lineage":["https://openalex.org/I212119943"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jens Weber","raw_affiliation_strings":["Department of Computer Science, University of Victoria, Victoria, BC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Victoria, Victoria, BC, Canada","institution_ids":["https://openalex.org/I212119943"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059175047","display_name":"Assad Abbas","orcid":"https://orcid.org/0000-0002-4233-053X"},"institutions":[{"id":"https://openalex.org/I4210159012","display_name":"University College of Islamabad","ror":"https://ror.org/05bbns833","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210159012"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Assad Abbas","raw_affiliation_strings":["Department of Computer Science, CUI, Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, CUI, Islamabad, Pakistan","institution_ids":["https://openalex.org/I4210159012"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.8748,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.94478528,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"270","issue":null,"first_page":"2016","last_page":"2025"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12607","display_name":"Personal Information Management and User Behavior","score":0.4002000093460083,"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"}},"topics":[{"id":"https://openalex.org/T12607","display_name":"Personal Information Management and User Behavior","score":0.4002000093460083,"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/T10470","display_name":"Usability and User Interface Design","score":0.24300000071525574,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10525","display_name":"Human-Automation Interaction and Safety","score":0.24300000071525574,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.942300021648407},{"id":"https://openalex.org/keywords/apprehension","display_name":"Apprehension","score":0.5049999952316284},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.46549999713897705},{"id":"https://openalex.org/keywords/web-usability","display_name":"Web usability","score":0.44269999861717224},{"id":"https://openalex.org/keywords/usability-goals","display_name":"Usability goals","score":0.4341000020503998},{"id":"https://openalex.org/keywords/usability-engineering","display_name":"Usability engineering","score":0.4196999967098236},{"id":"https://openalex.org/keywords/user-experience-design","display_name":"User experience design","score":0.3248000144958496}],"concepts":[{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.942300021648407},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8306999802589417},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5684999823570251},{"id":"https://openalex.org/C2780409804","wikidata":"https://www.wikidata.org/wiki/Q621701","display_name":"Apprehension","level":2,"score":0.5049999952316284},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.46549999713897705},{"id":"https://openalex.org/C4237393","wikidata":"https://www.wikidata.org/wiki/Q1636686","display_name":"Web usability","level":3,"score":0.44269999861717224},{"id":"https://openalex.org/C62993174","wikidata":"https://www.wikidata.org/wiki/Q2928808","display_name":"Usability goals","level":4,"score":0.4341000020503998},{"id":"https://openalex.org/C100302975","wikidata":"https://www.wikidata.org/wiki/Q1642623","display_name":"Usability engineering","level":3,"score":0.4196999967098236},{"id":"https://openalex.org/C201025465","wikidata":"https://www.wikidata.org/wiki/Q11248500","display_name":"User experience design","level":2,"score":0.3248000144958496},{"id":"https://openalex.org/C91262260","wikidata":"https://www.wikidata.org/wiki/Q528074","display_name":"End user","level":2,"score":0.3230000138282776},{"id":"https://openalex.org/C139225968","wikidata":"https://www.wikidata.org/wiki/Q17146354","display_name":"System usability scale","level":4,"score":0.3197000026702881},{"id":"https://openalex.org/C23456302","wikidata":"https://www.wikidata.org/wiki/Q7901668","display_name":"Usability inspection","level":4,"score":0.29649999737739563},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.2913999855518341},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.2770000100135803},{"id":"https://openalex.org/C11324603","wikidata":"https://www.wikidata.org/wiki/Q2502322","display_name":"Usability lab","level":4,"score":0.2621000111103058},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.25699999928474426},{"id":"https://openalex.org/C87105883","wikidata":"https://www.wikidata.org/wiki/Q1107002","display_name":"Cognitive walkthrough","level":4,"score":0.2549000084400177}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.procs.2025.09.322","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2025.09.322","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"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":"Procedia Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.procs.2025.09.322","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2025.09.322","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"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":"Procedia Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310932","display_name":"University of Victoria","ror":"https://ror.org/04s5mat29"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W562361155","https://openalex.org/W1541450435","https://openalex.org/W1968364425","https://openalex.org/W1979128545","https://openalex.org/W2032742629","https://openalex.org/W2042868023","https://openalex.org/W2053316513","https://openalex.org/W2067898276","https://openalex.org/W2074453039","https://openalex.org/W2138226178","https://openalex.org/W2142120967","https://openalex.org/W2173619565","https://openalex.org/W2344311283","https://openalex.org/W2464345357","https://openalex.org/W2466339812","https://openalex.org/W2523674396","https://openalex.org/W2783278280","https://openalex.org/W2799851895","https://openalex.org/W3016394067","https://openalex.org/W3216379721","https://openalex.org/W4200527215","https://openalex.org/W4231930233","https://openalex.org/W4247760220","https://openalex.org/W4252027326","https://openalex.org/W4297786677","https://openalex.org/W4386223460"],"related_works":[],"abstract_inverted_index":{"Information":[0],"Systems":[1],"(IS)":[2],"are":[3,29],"vital":[4],"for":[5,21,96,178],"a":[6,73,113,190,241],"wide":[7],"range":[8],"of":[9,51,79,86,150,172,185,204,244],"applications,":[10],"particularly":[11],"those":[12,231],"that":[13,222],"prioritize":[14],"safety":[15,40,49,63,102],"and":[16,24,45,62,82,101,129,135,153,165,208,235],"rely":[17],"heavily":[18],"on":[19,47,169],"them":[20],"their":[22,39],"effectiveness":[23],"reliability.":[25],"While":[26],"several":[27,53],"advantages":[28,50],"associated":[30,65],"with":[31,66],"them,":[32],"there":[33,71],"is":[34,72,93],"an":[35,199],"increasing":[36],"apprehension":[37],"regarding":[38],"consequences.":[41],"Despite":[42],"extensive":[43],"research":[44,110],"publication":[46],"the":[48,76,80,83,87,121,148,158,170,183,225,233],"IS,":[52],"case":[54],"studies":[55],"have":[56],"shown":[57],"distinct,":[58],"potentially":[59],"life-threatening":[60],"problems":[61],"dangers":[64],"IS.":[67],"Accidents":[68],"occur":[69],"when":[70],"disparity":[74],"between":[75],"user\u2019s":[77],"perception":[78],"situation":[81],"actual":[84],"state":[85],"regulated":[88],"or":[89],"managed":[90],"process.":[91],"This":[92,117],"remarkably":[94],"accurate":[95],"accidents":[97],"involving":[98],"user":[99,137,151,179],"interactions":[100],"information":[103,163],"systems.":[104],"To":[105,181],"mitigate":[106],"this":[107,109,156],"issue,":[108],"suggests":[111],"implementing":[112],"Self-Adaptive":[114],"System":[115],"(SAS).":[116],"advanced":[118],"technology":[119],"has":[120],"potential":[122],"to":[123,126,146,196,213],"autonomously":[124],"adapt":[125],"dynamic":[127],"events":[128],"environments,":[130],"thereby":[131],"significantly":[132,237],"enhancing":[133],"usability":[134,152,207,229],"reducing":[136],"frustration.":[138,154],"Our":[139],"study,":[140],"which":[141,201],"utilized":[142],"SAS":[143,226],"software,":[144],"aimed":[145,195],"assess":[147],"influence":[149],"In":[155],"design,":[157],"IS":[159],"automatically":[160],"adjusts":[161],"its":[162,173],"content":[164],"navigation":[166],"structure":[167],"based":[168],"circumstances":[171],"use,":[174],"such":[175],"as":[176],"compensating":[177],"distraction.":[180],"verify":[182],"validity":[184],"our":[186],"findings,":[187],"we":[188],"conducted":[189],"controlled":[191,218],"experiment.":[192],"The":[193,217],"investigation":[194],"determine":[197],"whether":[198],"SAS,":[200],"possesses":[202],"knowledge":[203],"interruptions,":[205],"enhances":[206],"reduces":[209],"frustration":[210,239],"levels":[211],"compared":[212],"non-adaptive":[214],"systems":[215],"(NAS).":[216],"trial":[219],"results":[220],"indicated":[221],"individuals":[223],"using":[224,232],"exhibited":[227],"better":[228],"than":[230,240],"NAS":[234],"experienced":[236],"less":[238],"specific":[242],"type":[243],"NAS.":[245]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-11-06T00:00:00"}