{"id":"https://openalex.org/W4391421475","doi":"https://doi.org/10.1145/3613904.3642377","title":"Learning Agent-based Modeling with LLM Companions: Experiences of Novices and Experts Using ChatGPT & NetLogo Chat","display_name":"Learning Agent-based Modeling with LLM Companions: Experiences of Novices and Experts Using ChatGPT & NetLogo Chat","publication_year":2024,"publication_date":"2024-05-11","ids":{"openalex":"https://openalex.org/W4391421475","doi":"https://doi.org/10.1145/3613904.3642377"},"language":"en","primary_location":{"id":"doi:10.1145/3613904.3642377","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3613904.3642377","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3642377","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3642377","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101650717","display_name":"John Chen","orcid":"https://orcid.org/0000-0002-9443-4795"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"John Chen","raw_affiliation_strings":["Computer Science and Learning Sciences, Northwestern University, United States"],"affiliations":[{"raw_affiliation_string":"Computer Science and Learning Sciences, Northwestern University, United States","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100731597","display_name":"Xi Lu","orcid":"https://orcid.org/0000-0002-7868-273X"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xi Lu","raw_affiliation_strings":["Informatics, University of California, Irvine, United States"],"affiliations":[{"raw_affiliation_string":"Informatics, University of California, Irvine, United States","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093837730","display_name":"Yuzhou Du","orcid":"https://orcid.org/0009-0000-7075-4252"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuzhou Du","raw_affiliation_strings":["Segal Design Institute, Northwestern University, United States"],"affiliations":[{"raw_affiliation_string":"Segal Design Institute, Northwestern University, United States","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105223727","display_name":"Michael Rejtig","orcid":"https://orcid.org/0009-0001-2689-0764"},"institutions":[{"id":"https://openalex.org/I33434090","display_name":"University of Massachusetts Boston","ror":"https://ror.org/04ydmy275","country_code":"US","type":"education","lineage":["https://openalex.org/I33434090"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Rejtig","raw_affiliation_strings":["University of Massachusetts Boston, United States"],"affiliations":[{"raw_affiliation_string":"University of Massachusetts Boston, United States","institution_ids":["https://openalex.org/I33434090"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093837731","display_name":"Ruth Bagley","orcid":"https://orcid.org/0009-0009-3032-7809"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ruth Bagley","raw_affiliation_strings":["Northwestern University, United States"],"affiliations":[{"raw_affiliation_string":"Northwestern University, United States","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078687182","display_name":"Michael Horn","orcid":null},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mike Horn","raw_affiliation_strings":["Computer Science and Learning Sciences, Northwestern University, United States"],"affiliations":[{"raw_affiliation_string":"Computer Science and Learning Sciences, Northwestern University, United States","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050932651","display_name":"Uri Wilensky","orcid":"https://orcid.org/0000-0001-9591-3109"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Uri Wilensky","raw_affiliation_strings":["Northwestern University, United States"],"affiliations":[{"raw_affiliation_string":"Northwestern University, United States","institution_ids":["https://openalex.org/I111979921"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5101650717"],"corresponding_institution_ids":["https://openalex.org/I111979921"],"apc_list":null,"apc_paid":null,"fwci":13.1812,"has_fulltext":true,"cited_by_count":32,"citation_normalized_percentile":{"value":0.9869581,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11675","display_name":"Open Source Software Innovations","score":0.9882000088691711,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11675","display_name":"Open Source Software Innovations","score":0.9882000088691711,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T12128","display_name":"AI in Service Interactions","score":0.9746999740600586,"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/T12478","display_name":"Wikis in Education and Collaboration","score":0.9726999998092651,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/netlogo","display_name":"NetLogo","score":0.9058290719985962},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6752080917358398},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.6662179231643677},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.6336276531219482},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.46072983741760254},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.41381925344467163},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3374350666999817},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3255142867565155},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2155185341835022}],"concepts":[{"id":"https://openalex.org/C167221231","wikidata":"https://www.wikidata.org/wiki/Q672307","display_name":"NetLogo","level":2,"score":0.9058290719985962},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6752080917358398},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.6662179231643677},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6336276531219482},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.46072983741760254},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.41381925344467163},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3374350666999817},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3255142867565155},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2155185341835022},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3613904.3642377","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3613904.3642377","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3642377","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2401.17163","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2401.17163","pdf_url":"https://arxiv.org/pdf/2401.17163","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3613904.3642377","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3613904.3642377","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3642377","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4391421475.pdf"},"referenced_works_count":69,"referenced_works":["https://openalex.org/W761179351","https://openalex.org/W1605597939","https://openalex.org/W1687473687","https://openalex.org/W1969211477","https://openalex.org/W1981807900","https://openalex.org/W2050638549","https://openalex.org/W2060486579","https://openalex.org/W2065207408","https://openalex.org/W2074197417","https://openalex.org/W2079372196","https://openalex.org/W2079528076","https://openalex.org/W2105849154","https://openalex.org/W2111209739","https://openalex.org/W2123536472","https://openalex.org/W2165344899","https://openalex.org/W2165365113","https://openalex.org/W2167759247","https://openalex.org/W2255937970","https://openalex.org/W2534380090","https://openalex.org/W2795728764","https://openalex.org/W2888000346","https://openalex.org/W2943696148","https://openalex.org/W2997124840","https://openalex.org/W3000240292","https://openalex.org/W3029044752","https://openalex.org/W3030109276","https://openalex.org/W3032979151","https://openalex.org/W3037097818","https://openalex.org/W3085840990","https://openalex.org/W3128904553","https://openalex.org/W3133959936","https://openalex.org/W3159506381","https://openalex.org/W3160674997","https://openalex.org/W3162051685","https://openalex.org/W3165682343","https://openalex.org/W4211263275","https://openalex.org/W4223908421","https://openalex.org/W4225108562","https://openalex.org/W4225120919","https://openalex.org/W4229050671","https://openalex.org/W4286892945","https://openalex.org/W4287758476","https://openalex.org/W4288359812","https://openalex.org/W4291476001","https://openalex.org/W4308616811","https://openalex.org/W4312056062","https://openalex.org/W4312282218","https://openalex.org/W4313563813","https://openalex.org/W4320854981","https://openalex.org/W4321013654","https://openalex.org/W4324138978","https://openalex.org/W4360980141","https://openalex.org/W4366548330","https://openalex.org/W4366587430","https://openalex.org/W4366596891","https://openalex.org/W4367860052","https://openalex.org/W4379540196","https://openalex.org/W4380442321","https://openalex.org/W4380479489","https://openalex.org/W4381587445","https://openalex.org/W4382239980","https://openalex.org/W4382492037","https://openalex.org/W4382654255","https://openalex.org/W4384461076","https://openalex.org/W4384520759","https://openalex.org/W4384644593","https://openalex.org/W4385656600","https://openalex.org/W4386584937","https://openalex.org/W4402665833"],"related_works":["https://openalex.org/W2809588491","https://openalex.org/W4224013512","https://openalex.org/W3023917853","https://openalex.org/W2040907244","https://openalex.org/W27898408","https://openalex.org/W2557308315","https://openalex.org/W4253502255","https://openalex.org/W4252443692","https://openalex.org/W2291287845","https://openalex.org/W2141531133"],"abstract_inverted_index":{"Large":[0],"Language":[1],"Models":[2],"(LLMs)":[3],"have":[4,34],"the":[5,10,36,49,129,146],"potential":[6,37],"to":[7,40,47,92,144],"fundamentally":[8],"change":[9],"way":[11],"people":[12],"engage":[13],"in":[14,23,95,106],"computer":[15],"programming.":[16],"Agent-based":[17],"modeling":[18],"(ABM)":[19],"has":[20],"become":[21],"ubiquitous":[22],"natural":[24],"and":[25,28,51,66,78,88,104,110,122,136],"social":[26],"sciences":[27],"education,":[29],"yet":[30],"no":[31],"prior":[32],"studies":[33],"explored":[35],"of":[38,53,148],"LLMs":[39,94],"assist":[41],"it.":[42],"We":[43,98,115,132],"designed":[44],"NetLogo":[45],"Chat":[46],"support":[48,145],"learning":[50],"practice":[52],"NetLogo,":[54],"a":[55,117,125],"programming":[56,147],"language":[57],"for":[58,112,128,141],"ABM.":[59,149],"To":[60],"understand":[61],"how":[62],"users":[63],"perceive,":[64],"use,":[65],"need":[67],"LLM-based":[68,142],"interfaces,":[69],"we":[70],"interviewed":[71],"30":[72],"participants":[73],"from":[74],"global":[75],"academia,":[76],"industry,":[77],"graduate":[79],"schools.":[80],"Experts":[81],"reported":[82],"more":[83,90],"perceived":[84],"benefits":[85],"than":[86],"novices":[87,105,123],"were":[89],"inclined":[91],"adopt":[93],"their":[96,107],"workflow.":[97],"found":[99],"significant":[100],"differences":[101],"between":[102,120],"experts":[103,121],"perceptions,":[108],"behaviors,":[109],"needs":[111,140],"human-AI":[113],"collaboration.":[114],"surfaced":[116],"knowledge":[118],"gap":[119],"as":[124,138],"possible":[126],"reason":[127],"benefit":[130],"gap.":[131],"identified":[133],"guidance,":[134],"personalization,":[135],"integration":[137],"major":[139],"interfaces":[143]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":25},{"year":2024,"cited_by_count":5}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2024-02-01T00:00:00"}