{"id":"https://openalex.org/W4415847536","doi":"https://doi.org/10.1080/10447318.2025.2575895","title":"Online Metrics to Enhance Human-Artificial Agent Collaboration Efficiency: A Narrative Literature Review","display_name":"Online Metrics to Enhance Human-Artificial Agent Collaboration Efficiency: A Narrative Literature Review","publication_year":2025,"publication_date":"2025-11-04","ids":{"openalex":"https://openalex.org/W4415847536","doi":"https://doi.org/10.1080/10447318.2025.2575895"},"language":"en","primary_location":{"id":"doi:10.1080/10447318.2025.2575895","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10447318.2025.2575895","pdf_url":null,"source":{"id":"https://openalex.org/S165559636","display_name":"International Journal of Human-Computer Interaction","issn_l":"1044-7318","issn":["1044-7318","1532-7590"],"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"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human\u2013Computer Interaction","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/A5066033429","display_name":"Adam H. M. Pinto","orcid":"https://orcid.org/0000-0001-9302-3575"},"institutions":[{"id":"https://openalex.org/I4210139096","display_name":"National Higher French Institute of Aeronautics and Space","ror":null,"country_code":"FR","type":null,"lineage":["https://openalex.org/I4210139096"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Adam H. M. Pinto","raw_affiliation_strings":["DCAS, F\u00e9d\u00e9ration ENAC ISAE-SUPAERO ONERA, Universit\u00e9 de Toulouse"],"raw_orcid":"https://orcid.org/0000-0001-9302-3575","affiliations":[{"raw_affiliation_string":"DCAS, F\u00e9d\u00e9ration ENAC ISAE-SUPAERO ONERA, Universit\u00e9 de Toulouse","institution_ids":["https://openalex.org/I4210139096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020511244","display_name":"Christophe Lounis","orcid":"https://orcid.org/0000-0002-5804-6170"},"institutions":[{"id":"https://openalex.org/I4210139096","display_name":"National Higher French Institute of Aeronautics and Space","ror":null,"country_code":"FR","type":null,"lineage":["https://openalex.org/I4210139096"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Christophe Lounis","raw_affiliation_strings":["DCAS, F\u00e9d\u00e9ration ENAC ISAE-SUPAERO ONERA, Universit\u00e9 de Toulouse"],"raw_orcid":"https://orcid.org/0000-0002-5804-6170","affiliations":[{"raw_affiliation_string":"DCAS, F\u00e9d\u00e9ration ENAC ISAE-SUPAERO ONERA, Universit\u00e9 de Toulouse","institution_ids":["https://openalex.org/I4210139096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091538074","display_name":"Micka\u00ebl Causse","orcid":"https://orcid.org/0000-0002-0601-2518"},"institutions":[{"id":"https://openalex.org/I4210139096","display_name":"National Higher French Institute of Aeronautics and Space","ror":null,"country_code":"FR","type":null,"lineage":["https://openalex.org/I4210139096"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Micka\u00ebl Causse","raw_affiliation_strings":["DCAS, F\u00e9d\u00e9ration ENAC ISAE-SUPAERO ONERA, Universit\u00e9 de Toulouse"],"raw_orcid":"https://orcid.org/0000-0002-0601-2518","affiliations":[{"raw_affiliation_string":"DCAS, F\u00e9d\u00e9ration ENAC ISAE-SUPAERO ONERA, Universit\u00e9 de Toulouse","institution_ids":["https://openalex.org/I4210139096"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019098556","display_name":"Caroline Ponzoni Carvalho Chanel","orcid":"https://orcid.org/0000-0003-3578-4186"},"institutions":[{"id":"https://openalex.org/I4210139096","display_name":"National Higher French Institute of Aeronautics and Space","ror":null,"country_code":"FR","type":null,"lineage":["https://openalex.org/I4210139096"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Caroline P. C. Chanel","raw_affiliation_strings":["DCAS, F\u00e9d\u00e9ration ENAC ISAE-SUPAERO ONERA, Universit\u00e9 de Toulouse"],"raw_orcid":"https://orcid.org/0000-0003-3578-4186","affiliations":[{"raw_affiliation_string":"DCAS, F\u00e9d\u00e9ration ENAC ISAE-SUPAERO ONERA, Universit\u00e9 de Toulouse","institution_ids":["https://openalex.org/I4210139096"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5066033429"],"corresponding_institution_ids":["https://openalex.org/I4210139096"],"apc_list":null,"apc_paid":null,"fwci":2.7938,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.91323327,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"42","issue":"12","first_page":"9273","last_page":"9296"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10709","display_name":"Social Robot Interaction and HRI","score":0.34929999709129333,"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"}},"topics":[{"id":"https://openalex.org/T10709","display_name":"Social Robot Interaction and HRI","score":0.34929999709129333,"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"}},{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.09889999777078629,"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"}},{"id":"https://openalex.org/T10470","display_name":"Usability and User Interface Design","score":0.03240000084042549,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/narrative","display_name":"Narrative","score":0.520799994468689},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.2953000068664551},{"id":"https://openalex.org/keywords/qualitative-research","display_name":"Qualitative research","score":0.2913999855518341},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.2824999988079071},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.2816999852657318},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.27799999713897705}],"concepts":[{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.520799994468689},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4799000024795532},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.37779998779296875},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3684999942779541},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.35019999742507935},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.3107999861240387},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3000999987125397},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2953000068664551},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.2913999855518341},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.2824999988079071},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.2816999852657318},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.27799999713897705},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.2694999873638153},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.26589998602867126},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.26249998807907104},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2524000108242035},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.2524000108242035},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.2517000138759613},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2513999938964844}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10447318.2025.2575895","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10447318.2025.2575895","pdf_url":null,"source":{"id":"https://openalex.org/S165559636","display_name":"International Journal of Human-Computer Interaction","issn_l":"1044-7318","issn":["1044-7318","1532-7590"],"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"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human\u2013Computer Interaction","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":107,"referenced_works":["https://openalex.org/W17686987","https://openalex.org/W1570321471","https://openalex.org/W1592598395","https://openalex.org/W1976415965","https://openalex.org/W1981219199","https://openalex.org/W1990212011","https://openalex.org/W1991440480","https://openalex.org/W1995125224","https://openalex.org/W1995689332","https://openalex.org/W2000982104","https://openalex.org/W2009989063","https://openalex.org/W2014947670","https://openalex.org/W2017030442","https://openalex.org/W2017427280","https://openalex.org/W2017778181","https://openalex.org/W2018259906","https://openalex.org/W2023985075","https://openalex.org/W2028626340","https://openalex.org/W2040080525","https://openalex.org/W2046631215","https://openalex.org/W2056762027","https://openalex.org/W2065804258","https://openalex.org/W2066385839","https://openalex.org/W2069287462","https://openalex.org/W2071708523","https://openalex.org/W2084553975","https://openalex.org/W2091644699","https://openalex.org/W2098810727","https://openalex.org/W2103257739","https://openalex.org/W2110602554","https://openalex.org/W2110627848","https://openalex.org/W2113302260","https://openalex.org/W2133272998","https://openalex.org/W2134787668","https://openalex.org/W2145467192","https://openalex.org/W2146934172","https://openalex.org/W2153738822","https://openalex.org/W2154828048","https://openalex.org/W2156051616","https://openalex.org/W2160831061","https://openalex.org/W2189549564","https://openalex.org/W2311543941","https://openalex.org/W2331794079","https://openalex.org/W2460586963","https://openalex.org/W2468296993","https://openalex.org/W2512075089","https://openalex.org/W2553088865","https://openalex.org/W2580209594","https://openalex.org/W2586616796","https://openalex.org/W2587482678","https://openalex.org/W2610889585","https://openalex.org/W2724918885","https://openalex.org/W2731260452","https://openalex.org/W2735575534","https://openalex.org/W2775267820","https://openalex.org/W2779727709","https://openalex.org/W2791385109","https://openalex.org/W2804449312","https://openalex.org/W2889483772","https://openalex.org/W2895599712","https://openalex.org/W2900822144","https://openalex.org/W2905662397","https://openalex.org/W2909340128","https://openalex.org/W2919890647","https://openalex.org/W2927819804","https://openalex.org/W2955877667","https://openalex.org/W2975151577","https://openalex.org/W2980628457","https://openalex.org/W2982881077","https://openalex.org/W2994006537","https://openalex.org/W2997430506","https://openalex.org/W2998691503","https://openalex.org/W3015212512","https://openalex.org/W3020634498","https://openalex.org/W3048167177","https://openalex.org/W3092193332","https://openalex.org/W3093746731","https://openalex.org/W3093840653","https://openalex.org/W3105077920","https://openalex.org/W3107495831","https://openalex.org/W3112041916","https://openalex.org/W3115165276","https://openalex.org/W3120142301","https://openalex.org/W3123787676","https://openalex.org/W3128394414","https://openalex.org/W3147894289","https://openalex.org/W3165831824","https://openalex.org/W3193723453","https://openalex.org/W3194387465","https://openalex.org/W3195198506","https://openalex.org/W3207078990","https://openalex.org/W3210563309","https://openalex.org/W4210283495","https://openalex.org/W4213319945","https://openalex.org/W4223890532","https://openalex.org/W4225096158","https://openalex.org/W4234536082","https://openalex.org/W4238020796","https://openalex.org/W4283701530","https://openalex.org/W4285792044","https://openalex.org/W4308992252","https://openalex.org/W4312402045","https://openalex.org/W4365999060","https://openalex.org/W4388623974","https://openalex.org/W4388624200","https://openalex.org/W4389296486","https://openalex.org/W4401007148"],"related_works":[],"abstract_inverted_index":{"Machines":[0],"have":[1],"traditionally":[2],"served":[3],"as":[4,27],"tools":[5],"to":[6,131],"fulfill":[7],"human":[8,95],"requirements;":[9],"however,":[10],"the":[11,19,50,103],"rapid":[12],"advancement":[13],"of":[14,21,25,52,89,94,105],"artificial":[15,97],"intelligence":[16],"has":[17,58],"enabled":[18],"development":[20],"autonomous":[22],"systems":[23],"capable":[24],"functioning":[26],"fully":[28],"integrated":[29],"teammates.":[30],"These":[31],"agents":[32],"can":[33],"share":[34],"information,":[35],"assume":[36],"roles,":[37],"and":[38,55,72,80,92,96,102,125,135],"execute":[39],"tasks":[40],"within":[41],"collaborative":[42],"environments.":[43],"Effective":[44],"Human\u2013Artificial":[45],"Agent":[46],"collaboration,":[47],"achieved":[48],"through":[49],"integration":[51],"complementary":[53],"cognitive":[54],"operational":[56],"capabilities,":[57],"demonstrated":[59],"improvements":[60],"in":[61,139],"overall":[62],"team":[63,137],"performance":[64,79],"across":[65],"multiple":[66],"domains,":[67],"including":[68],"industrial":[69],"robotics,":[70],"healthcare,":[71],"augmented":[73],"reality.":[74],"Nevertheless,":[75],"achieving":[76],"both":[77],"optimal":[78],"interaction":[81],"fluency":[82,138],"remains":[83],"a":[84],"significant":[85],"challenge.":[86],"Real-time":[87],"monitoring":[88],"tasks,":[90],"intentions,":[91],"constraints":[93],"partners":[98],"is":[99,112],"still":[100],"limited,":[101],"application":[104],"quantifiable":[106],"online":[107,119],"metrics":[108,120],"for":[109],"this":[110],"purpose":[111],"underexplored.":[113],"This":[114],"narrative":[115],"review":[116],"systematically":[117],"examines":[118],"derived":[121],"from":[122],"behavioral,":[123],"physiological,":[124],"interaction-based":[126],"approaches,":[127],"discussing":[128],"their":[129],"potential":[130],"enhance":[132],"adaptive":[133],"mechanisms":[134],"optimize":[136],"H\u2013AA":[140],"collaboration.":[141]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-16T13:24:37.021932","created_date":"2025-11-04T00:00:00"}
