{"id":"https://openalex.org/W4411278071","doi":"https://doi.org/10.1145/3699682.3728337","title":"Pilot Trainees Benefit from Modelling and Adaptive Feedback","display_name":"Pilot Trainees Benefit from Modelling and Adaptive Feedback","publication_year":2025,"publication_date":"2025-06-13","ids":{"openalex":"https://openalex.org/W4411278071","doi":"https://doi.org/10.1145/3699682.3728337"},"language":"en","primary_location":{"id":"doi:10.1145/3699682.3728337","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3699682.3728337","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3699682.3728337","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3699682.3728337","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057416456","display_name":"Yalmaz Ali Abdullah","orcid":"https://orcid.org/0009-0001-9175-7070"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Yalmaz Ali Abdullah","raw_affiliation_strings":["EdTeKLA Group, Dept. of Computing Science, University of Alberta, Edmonton, Canada"],"raw_orcid":"https://orcid.org/0009-0001-9175-7070","affiliations":[{"raw_affiliation_string":"EdTeKLA Group, Dept. of Computing Science, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091236102","display_name":"Michael Guevarra","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Michael Guevarra","raw_affiliation_strings":["Illumia Labs, Winnepeg, Canada"],"raw_orcid":"https://orcid.org/0009-0002-9893-5308","affiliations":[{"raw_affiliation_string":"Illumia Labs, Winnepeg, Canada","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081390034","display_name":"Minghao Cai","orcid":"https://orcid.org/0000-0002-3331-5979"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Minghao Cai","raw_affiliation_strings":["EdTeKLA Group, Dept. of Computing Science, University of Alberta, Edmonton, Canada"],"raw_orcid":"https://orcid.org/0000-0002-3331-5979","affiliations":[{"raw_affiliation_string":"EdTeKLA Group, Dept. of Computing Science, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jialiang Yan","orcid":"https://orcid.org/0009-0003-4106-6575"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jialiang Yan","raw_affiliation_strings":["Dept. of Computing Science, University of Alberta, Edmonton, Canada"],"raw_orcid":"https://orcid.org/0009-0003-4106-6575","affiliations":[{"raw_affiliation_string":"Dept. of Computing Science, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070914351","display_name":"Matthew E. Taylor","orcid":"https://orcid.org/0000-0001-8946-0211"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Matthew E. Taylor","raw_affiliation_strings":["Alberta Machine Intelligence Institute (Amii), Department of Computing Science, University of Alberta, Edmonton, Canada"],"raw_orcid":"https://orcid.org/0000-0001-8946-0211","affiliations":[{"raw_affiliation_string":"Alberta Machine Intelligence Institute (Amii), Department of Computing Science, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016302791","display_name":"Carrie Demmans Epp","orcid":"https://orcid.org/0000-0001-9079-4921"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Carrie Demmans Epp","raw_affiliation_strings":["EdTeKLA Group, Dept. of Computing Science, University of Alberta, Edmonton, Canada"],"raw_orcid":"https://orcid.org/0000-0001-9079-4921","affiliations":[{"raw_affiliation_string":"EdTeKLA Group, Dept. of Computing Science, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5057416456"],"corresponding_institution_ids":["https://openalex.org/I154425047"],"apc_list":null,"apc_paid":null,"fwci":2.1733,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.88899679,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"144","last_page":"154"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9986000061035156,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9986000061035156,"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/T10731","display_name":"Educational Games and Gamification","score":0.9635000228881836,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational 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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.9634000062942505,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6675096750259399}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6675096750259399}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3699682.3728337","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3699682.3728337","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3699682.3728337","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3699682.3728337","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3699682.3728337","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3699682.3728337","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309949","display_name":"Canadian Institute for Advanced Research","ror":"https://ror.org/01sdtdd95"},{"id":"https://openalex.org/F4320319946","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27"},{"id":"https://openalex.org/F4320322675","display_name":"Mitacs","ror":"https://ror.org/00cjrc276"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411278071.pdf","grobid_xml":"https://content.openalex.org/works/W4411278071.grobid-xml"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W14457221","https://openalex.org/W133284495","https://openalex.org/W133343201","https://openalex.org/W164509703","https://openalex.org/W621195235","https://openalex.org/W1490308602","https://openalex.org/W1496268091","https://openalex.org/W1570528029","https://openalex.org/W1974135442","https://openalex.org/W1979290264","https://openalex.org/W1989763988","https://openalex.org/W1993729533","https://openalex.org/W1996571297","https://openalex.org/W2002278473","https://openalex.org/W2020667299","https://openalex.org/W2046484408","https://openalex.org/W2051339053","https://openalex.org/W2064924784","https://openalex.org/W2077099062","https://openalex.org/W2095907159","https://openalex.org/W2098454324","https://openalex.org/W2106779500","https://openalex.org/W2108846476","https://openalex.org/W2110661236","https://openalex.org/W2116388696","https://openalex.org/W2124699212","https://openalex.org/W2135995390","https://openalex.org/W2137426130","https://openalex.org/W2142284804","https://openalex.org/W2145318100","https://openalex.org/W2156293134","https://openalex.org/W2234716128","https://openalex.org/W2236671913","https://openalex.org/W2336519948","https://openalex.org/W2567228826","https://openalex.org/W2781021131","https://openalex.org/W2886985177","https://openalex.org/W2891732745","https://openalex.org/W2962776080","https://openalex.org/W2962814012","https://openalex.org/W3039587732","https://openalex.org/W3045254706","https://openalex.org/W3085939151","https://openalex.org/W3214923421","https://openalex.org/W4229076201","https://openalex.org/W4241819366","https://openalex.org/W4247959341","https://openalex.org/W4283777170","https://openalex.org/W4287384500","https://openalex.org/W4312271786","https://openalex.org/W4327709887","https://openalex.org/W4382318399","https://openalex.org/W4396831874","https://openalex.org/W4400106143","https://openalex.org/W6819083493"],"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":{"Limited":[0],"training":[1,20],"capacity":[2],"has":[3],"contributed":[4],"to":[5,36,47,74,98,103],"a":[6,68,96,127],"critical":[7],"shortage":[8],"of":[9,64,112,129],"licensed":[10],"commercial":[11],"pilots.Adaptive":[12],"educational":[13],"technologies":[14,24],"and":[15,29,66,93,106,138],"simulators":[16],"could":[17,25],"alleviate":[18],"current":[19],"bottlenecks":[21],"if":[22],"these":[23],"assess":[26,37],"trainee":[27,38],"performance":[28,78,92],"provide":[30,48,61],"appropriate":[31],"feedback.Agents":[32],"can":[33],"be":[34],"used":[35,67],"performance,":[39],"but":[40],"there":[41],"is":[42],"insufficient":[43],"guidance":[44],"on":[45],"how":[46],"concurrent":[49,113],"feedback":[50,58,76,85,101,114],"in":[51,90,115],"simulation-based":[52,116],"learning":[53,117],"environments.So,":[54],"we":[55],"designed":[56],"4":[57],"conditions":[59],"that":[60,86],"varying":[62],"degrees":[63],"elaboration":[65],"within-subject":[69],"study":[70],"(":[71],"=":[72],"20)":[73],"compare":[75],"approaches.Trainee":[77],"was":[79,132],"best":[80],"when":[81],"they":[82],"received":[83],"highly-elaborative":[84],"modeled":[87],"expert":[88,122],"behaviour.Variability":[89],"participant":[91],"preferences":[94],"indicates":[95],"need":[97],"adapt":[99],"the":[100,110,121],"type":[102],"individual":[104],"learners":[105,119],"provides":[107],"insight":[108],"into":[109],"use":[111],"environments.Specifically,":[118],"appreciated":[120],"model":[123],"because":[124],"it":[125],"facilitated":[126],"sense":[128],"control":[130],"which":[131],"associated":[133],"with":[134],"lower":[135,139],"negative":[136],"affect":[137],"extraneous":[140],"cognitive":[141],"load.":[142]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
