{"id":"https://openalex.org/W7154449944","doi":"https://doi.org/10.48550/arxiv.2604.12793","title":"Human Agency, Causality, and the Human Computer Interface in High-Stakes Artificial Intelligence","display_name":"Human Agency, Causality, and the Human Computer Interface in High-Stakes Artificial Intelligence","publication_year":2026,"publication_date":"2026-04-14","ids":{"openalex":"https://openalex.org/W7154449944","doi":"https://doi.org/10.48550/arxiv.2604.12793"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.12793","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.12793","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2604.12793","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079991493","display_name":"Georges Hattab","orcid":"https://orcid.org/0000-0003-4168-8254"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Hattab, Georges","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5079991493"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.4259999990463257,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.4259999990463257,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T11883","display_name":"Embodied and Extended Cognition","score":0.08529999852180481,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11953","display_name":"Neuroethics, Human Enhancement, Biomedical Innovations","score":0.06870000064373016,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.5533999800682068},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5199000239372253},{"id":"https://openalex.org/keywords/metaphor","display_name":"Metaphor","score":0.47290000319480896},{"id":"https://openalex.org/keywords/user-interface","display_name":"User interface","score":0.39959999918937683},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.39489999413490295},{"id":"https://openalex.org/keywords/agency","display_name":"Agency (philosophy)","score":0.3944000005722046},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.3856000006198883}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6147000193595886},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.5533999800682068},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5199000239372253},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4844000041484833},{"id":"https://openalex.org/C2778311575","wikidata":"https://www.wikidata.org/wiki/Q18534","display_name":"Metaphor","level":2,"score":0.47290000319480896},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4546999931335449},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.39959999918937683},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.39489999413490295},{"id":"https://openalex.org/C108170787","wikidata":"https://www.wikidata.org/wiki/Q3951828","display_name":"Agency (philosophy)","level":2,"score":0.3944000005722046},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.3856000006198883},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.3587000072002411},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.35830000042915344},{"id":"https://openalex.org/C19273510","wikidata":"https://www.wikidata.org/wiki/Q263847","display_name":"Artificial life","level":2,"score":0.35359999537467957},{"id":"https://openalex.org/C101749295","wikidata":"https://www.wikidata.org/wiki/Q1348085","display_name":"Human interface device","level":2,"score":0.31349998712539673},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.3034000098705292},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C105409693","wikidata":"https://www.wikidata.org/wiki/Q5937824","display_name":"Human intelligence","level":2,"score":0.28529998660087585},{"id":"https://openalex.org/C3019207227","wikidata":"https://www.wikidata.org/wiki/Q10883614","display_name":"Human life","level":3,"score":0.2669000029563904}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.12793","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.12793","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.12793","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.12793","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"score":0.7304348945617676,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Current":[0],"discourse":[1],"on":[2],"Artificial":[3],"Intelligence":[4],"(AI)":[5],"ethics,":[6],"dominated":[7],"by":[8,136],"\"trustworthy\"":[9],"and":[10,67,111,129,150],"\"responsible\"":[11],"AI,":[12],"overlooks":[13],"a":[14,57,82,104,138],"more":[15],"fundamental":[16],"human-computer":[17],"interaction":[18],"(HCI)":[19],"crisis:":[20],"the":[21,30,41,89,97,100,108,114,157],"erosion":[22],"of":[23,33,43,84,93,107,113],"human":[24,44,70,109],"agency.":[25],"This":[26,95],"paper":[27],"argues":[28],"that":[29,49,63,86,112,144],"primary":[31],"challenge":[32],"high-stakes":[34],"AI":[35,77,123],"systems":[36],"is":[37],"not":[38],"trust,":[39],"but":[40],"preservation":[42],"causal":[45,146],"control.":[46],"We":[47,119,134],"posit":[48],"\"bad":[50,55],"AI\"":[51],"will":[52],"function":[53],"as":[54,81,99],"UI,\"":[56],"metaphor":[58],"for":[59,125],"catastrophic":[60],"interface":[61,98],"failures":[62],"misrepresent":[64],"system":[65],"state":[66],"lead":[68],"to":[69,131,153],"error.":[71],"Applying":[72],"Marshall":[73],"McLuhan's":[74],"media":[75],"theory,":[76],"can":[78],"be":[79,117],"framed":[80],"technology":[83],"\"augmentation\"":[85],"simultaneously":[87],"\"amputates\"":[88],"user's":[90],"direct":[91],"perception":[92],"causality.":[94],"places":[96],"critical":[101],"locus":[102],"where":[103],"\"double":[105],"uncertainty\"--that":[106],"user":[110],"probabilistic":[115],"model--must":[116],"mediated.":[118],"critique":[120],"current":[121],"Explainable":[122],"(XAI)":[124],"its":[126],"correlational":[127],"focus":[128],"failure":[130],"represent":[132],"uncertainty.":[133],"conclude":[135],"proposing":[137],"rigorous,":[139],"nested":[140],"Causal-Agency":[141],"Framework":[142],"(CAF)":[143],"integrates":[145],"models,":[147],"uncertainty":[148],"quantification,":[149],"human-centered":[151],"evaluation":[152],"restore":[154],"agency":[155],"at":[156],"interface.":[158]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-04-16T00:00:00"}
