{"id":"https://openalex.org/W7128770475","doi":"https://doi.org/10.1145/3770761.3777304","title":"Leveraging an LLM-Driven Feedback System to Support Computational Thinking and AI-Integrated STEM Learning","display_name":"Leveraging an LLM-Driven Feedback System to Support Computational Thinking and AI-Integrated STEM Learning","publication_year":2026,"publication_date":"2026-02-13","ids":{"openalex":"https://openalex.org/W7128770475","doi":"https://doi.org/10.1145/3770761.3777304"},"language":null,"primary_location":{"id":"doi:10.1145/3770761.3777304","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770761.3777304","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 57th ACM Technical Symposium on Computer Science Education V.2","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3770761.3777304","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5125914746","display_name":"Ananya Rao","orcid":null},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ananya Rao","raw_affiliation_strings":["North Carolina State University, Raleigh, NC, USA"],"affiliations":[{"raw_affiliation_string":"North Carolina State University, Raleigh, NC, USA","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122136671","display_name":"Krish Piryani","orcid":null},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Krish Piryani","raw_affiliation_strings":["North Carolina State University, Raleigh, NC, USA"],"affiliations":[{"raw_affiliation_string":"North Carolina State University, Raleigh, NC, USA","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081963682","display_name":"Shiyan Jiang","orcid":"https://orcid.org/0000-0002-9718-8200"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shiyan Jiang","raw_affiliation_strings":["University of Pennsylvania, Philadelphia, PA, USA"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083076004","display_name":"Tiffany Barnes","orcid":"https://orcid.org/0000-0002-6500-9976"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tiffany Barnes","raw_affiliation_strings":["North Carolina State University, Raleigh, NC, USA"],"affiliations":[{"raw_affiliation_string":"North Carolina State University, Raleigh, NC, USA","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062967485","display_name":"Jennifer Albert","orcid":"https://orcid.org/0000-0001-8015-1105"},"institutions":[{"id":"https://openalex.org/I91036609","display_name":"Citadel","ror":"https://ror.org/01vwr6t80","country_code":"US","type":"education","lineage":["https://openalex.org/I91036609"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jennifer Albert","raw_affiliation_strings":["The Citadel, Charleston, SC, USA"],"affiliations":[{"raw_affiliation_string":"The Citadel, Charleston, SC, USA","institution_ids":["https://openalex.org/I91036609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125910956","display_name":"Marnie Hill","orcid":null},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marnie Hill","raw_affiliation_strings":["North Carolina State University, Raleigh, NC, USA"],"affiliations":[{"raw_affiliation_string":"North Carolina State University, Raleigh, NC, USA","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000710051","display_name":"Bita Akram","orcid":"https://orcid.org/0000-0001-5195-5841"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bita Akram","raw_affiliation_strings":["North Carolina State University, Raleigh, NC, USA"],"affiliations":[{"raw_affiliation_string":"North Carolina State University, Raleigh, NC, USA","institution_ids":["https://openalex.org/I137902535"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5125914746"],"corresponding_institution_ids":["https://openalex.org/I137902535"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.35399789,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1491","last_page":"1492"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","score":0.8754000067710876,"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/T10533","display_name":"Teaching and Learning Programming","score":0.8754000067710876,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.018400000408291817,"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/T10072","display_name":"Science Education and Pedagogy","score":0.012199999764561653,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/computational-thinking","display_name":"Computational thinking","score":0.6266000270843506},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5527999997138977},{"id":"https://openalex.org/keywords/computational-model","display_name":"Computational model","score":0.44999998807907104},{"id":"https://openalex.org/keywords/critical-systems-thinking","display_name":"Critical systems thinking","score":0.3296999931335449},{"id":"https://openalex.org/keywords/complex-adaptive-system","display_name":"Complex adaptive system","score":0.250900000333786}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6712999939918518},{"id":"https://openalex.org/C2780368719","wikidata":"https://www.wikidata.org/wiki/Q5157342","display_name":"Computational thinking","level":2,"score":0.6266000270843506},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5527999997138977},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.44999998807907104},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3580999970436096},{"id":"https://openalex.org/C108867877","wikidata":"https://www.wikidata.org/wiki/Q5186773","display_name":"Critical systems thinking","level":3,"score":0.3296999931335449},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2985000014305115},{"id":"https://openalex.org/C63108463","wikidata":"https://www.wikidata.org/wiki/Q581233","display_name":"Complex adaptive system","level":2,"score":0.250900000333786},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.2508000135421753},{"id":"https://openalex.org/C533356498","wikidata":"https://www.wikidata.org/wiki/Q843894","display_name":"Critical thinking","level":2,"score":0.2475000023841858}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3770761.3777304","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770761.3777304","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 57th ACM Technical Symposium on Computer Science Education V.2","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3770761.3777304","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3770761.3777304","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 57th ACM Technical Symposium on Computer Science Education V.2","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.7997239828109741}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2100029531","https://openalex.org/W2613723386","https://openalex.org/W4307410661","https://openalex.org/W4385269673","https://openalex.org/W4396870811","https://openalex.org/W4400187437"],"related_works":[],"abstract_inverted_index":{"As":[0],"artificial":[1],"intelligence":[2],"(AI)":[3],"becomes":[4],"increasingly":[5],"embedded":[6],"in":[7,16,33,43,152],"scientific":[8],"and":[9,50,123],"technical":[10],"domains,":[11],"the":[12,27,115,119,136,139,143],"ability":[13],"to":[14,76,101,114,127,141],"engage":[15],"AI-integrated":[17,67,149],"STEM":[18,29,68,154],"problem-solving":[19,37,79,112],"is":[20],"emerging":[21],"as":[22],"a":[23,40,61,91,131],"critical":[24],"skill":[25],"for":[26,66,86],"future":[28],"workforce.":[30],"Supporting":[31],"students":[32,109],"this":[34,55,125],"type":[35],"of":[36,118,138,145],"requires":[38],"building":[39],"strong":[41],"foundation":[42],"computational":[44,83,146],"thinking,":[45],"particularly":[46],"through":[47,148],"pedagogically":[48],"effective":[49],"technically":[51],"robust":[52],"tools.":[53],"In":[54],"paper,":[56],"we":[57],"propose":[58],"augmenting":[59],"i-Sail,":[60],"block-based":[62],"programming":[63],"environment":[64],"designed":[65],"problem-solving,":[69],"with":[70,95],"large":[71,92],"language":[72,93],"model-driven":[73],"feedback":[74],"capabilities":[75],"facilitate":[77],"students'":[78],"while":[80],"reinforcing":[81],"key":[82],"thinking":[84,147],"skills":[85],"middle-grade":[87],"students.":[88],"We":[89,129],"prompt":[90],"model":[94],"structured":[96],"knowledge":[97],"about":[98],"breadth-first":[99,120],"search":[100,121],"provide":[102],"contextualized,":[103],"adaptive":[104],"feedback.":[105],"The":[106],"LLM":[107],"helps":[108],"connect":[110],"their":[111],"steps":[113],"high-level":[116],"structure":[117],"algorithm":[122],"apply":[124],"understanding":[126],"pathfinding.":[128],"present":[130],"proof-of-concept":[132],"evaluation":[133],"that":[134],"demonstrates":[135],"potential":[137],"system":[140],"support":[142],"development":[144],"problem":[150],"solving":[151],"diverse":[153],"contexts.":[155]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2026-02-14T00:00:00"}
