{"id":"https://openalex.org/W7225250116","doi":"https://doi.org/10.7275/xs14-0198","title":"Generative AI in the Mathematics Curriculum","display_name":"Generative AI in the Mathematics Curriculum","publication_year":2026,"publication_date":"2026-11-04","ids":{"openalex":"https://openalex.org/W7225250116","doi":"https://doi.org/10.7275/xs14-0198"},"language":"en","primary_location":{"id":"doi:10.7275/xs14-0198","doi":"https://doi.org/10.7275/xs14-0198","is_oa":true,"landing_page_url":"https://doi.org/10.7275/xs14-0198","pdf_url":null,"source":{"id":"https://openalex.org/S7407053130","display_name":"University of Massachusetts (UMass) Amherst","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"article-journal"},"volume":null,"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.7275/xs14-0198","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076505428","display_name":"Patrick Flaherty","orcid":"https://orcid.org/0000-0001-6097-6572","observed_orcids":["https://orcid.org/0000-0001-6097-6572","https://orcid.org/0000-0001-7925-3227"]},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Flaherty, Patrick","raw_affiliation_strings":["University of Massachusetts Amherst"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Massachusetts Amherst","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084063942","display_name":"Robert Kusner","orcid":"https://orcid.org/0000-0003-3236-5816","observed_orcids":["https://orcid.org/0000-0003-3236-5816"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kusner, Robert","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160236542","display_name":"Michael Sullivan","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sullivan, Michael","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5057688610","display_name":"Brian Van Koten","orcid":"https://orcid.org/0000-0002-0225-7550","observed_orcids":["https://orcid.org/0000-0002-0225-7550"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Van Koten, Brian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.90941367,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"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/T14414","display_name":"Artificial Intelligence in Education","score":0.9901999831199646,"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"}},"topics":[{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.9901999831199646,"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"}},{"id":"https://openalex.org/T10130","display_name":"Mathematics Education and Teaching Techniques","score":0.002899999963119626,"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"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.001500000013038516,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/generative-ai","display_name":"generative AI","score":0.9639999866485596},{"id":"https://openalex.org/keywords/mathematics-curriculum","display_name":"mathematics curriculum","score":0.9430000185966492},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"mathematics education","score":0.7870000004768372},{"id":"https://openalex.org/keywords/academic-integrity","display_name":"academic integrity","score":0.875},{"id":"https://openalex.org/keywords/faculty-development","display_name":"faculty development","score":0.8259999752044678},{"id":"https://openalex.org/keywords/undergraduate-mathematics-education","display_name":"undergraduate mathematics education","score":0.5400000214576721},{"id":"https://openalex.org/keywords/mathematics-majors","display_name":"mathematics majors","score":0.6489999890327454},{"id":"https://openalex.org/keywords/service-courses","display_name":"service courses","score":0.5509999990463257},{"id":"https://openalex.org/keywords/ai-policy-in-higher-education","display_name":"AI policy in higher education","score":0.6859999895095825}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.767799973487854},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.6687999963760376},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.6087999939918518},{"id":"https://openalex.org/C2992902817","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics curriculum","level":4,"score":0.5476999878883362},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46880000829696655},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4611999988555908},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.34310001134872437},{"id":"https://openalex.org/C2780333494","wikidata":"https://www.wikidata.org/wiki/Q1597965","display_name":"Service-learning","level":2,"score":0.33070001006126404},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3237999975681305},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2937999963760376},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.2786000072956085},{"id":"https://openalex.org/C119754765","wikidata":"https://www.wikidata.org/wiki/Q7307430","display_name":"Reform mathematics","level":3,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.7275/xs14-0198","doi":"https://doi.org/10.7275/xs14-0198","is_oa":true,"landing_page_url":"https://doi.org/10.7275/xs14-0198","pdf_url":null,"source":{"id":"https://openalex.org/S7407053130","display_name":"University of Massachusetts (UMass) Amherst","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"article-journal"}],"best_oa_location":{"id":"doi:10.7275/xs14-0198","doi":"https://doi.org/10.7275/xs14-0198","is_oa":true,"landing_page_url":"https://doi.org/10.7275/xs14-0198","pdf_url":null,"source":{"id":"https://openalex.org/S7407053130","display_name":"University of Massachusetts (UMass) Amherst","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"article-journal"},"sustainable_development_goals":[{"score":0.8278999924659729,"display_name":"Quality education","id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4416254360","https://openalex.org/W7214791716","https://openalex.org/W4409203315","https://openalex.org/W7160927281","https://openalex.org/W7204228896","https://openalex.org/W7084396096","https://openalex.org/W7163923171","https://openalex.org/W4417080478","https://openalex.org/W7124359346","https://openalex.org/W4414296085"],"abstract_inverted_index":{"The":[0],"Ad":[1],"Hoc":[2],"Committee":[3],"on":[4,19],"Generative":[5],"AI":[6,18],"was":[7],"charged":[8],"in":[9],"Fall":[10],"2025":[11],"with":[12,26,41],"assessing":[13],"the":[14,20,60],"impact":[15],"of":[16,22,68],"generative":[17],"Department":[21],"Mathematics":[23],"and":[24,34,40,46,49,54,65,71],"Statistics,":[25],"focus":[27],"restricted":[28],"to":[29],"lower-division":[30],"mathematics":[31,38],"service":[32],"courses":[33,36],"upper-division":[35],"for":[37],"majors,":[39],"developing":[42],"recommendations":[43],"across":[44],"curriculum":[45],"instruction,":[47],"policy":[48],"academic":[50],"integrity,":[51],"faculty":[52],"development,":[53],"departmental":[55],"operations.":[56],"This":[57],"report":[58],"synthesizes":[59],"published":[61],"literature,":[62],"peer-institution":[63],"policies,":[64],"internal":[66],"surveys":[67],"TAs,":[69],"faculty,":[70],"undergraduate":[72],"majors.":[73]},"counts_by_year":[],"updated_date":"2026-11-06T12:05:46.655746","created_date":"2026-11-05T00:00:00"}