{"id":"https://openalex.org/W4407683588","doi":"https://doi.org/10.48550/arxiv.2502.10410","title":"Auto-Evaluation: A Critical Measure in Driving Improvements in Quality and Safety of AI-Generated Lesson Resources","display_name":"Auto-Evaluation: A Critical Measure in Driving Improvements in Quality and Safety of AI-Generated Lesson Resources","publication_year":2025,"publication_date":"2025-01-23","ids":{"openalex":"https://openalex.org/W4407683588","doi":"https://doi.org/10.48550/arxiv.2502.10410"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2502.10410","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2502.10410","pdf_url":"https://arxiv.org/pdf/2502.10410","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2502.10410","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Clark, Hannah-Beth","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Clark, Hannah-Beth","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116305954","display_name":"Margaux Dowland","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dowland, Margaux","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112527703","display_name":"Lauri Benton","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Benton, Laura","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116305955","display_name":"Reka Budai","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Budai, Reka","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116305956","display_name":"Ibrahim Kaan Keskin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Keskin, Ibrahim Kaan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103541676","display_name":"E. Stephen Searle","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Searle, Emma","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Gregory, Matthew","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gregory, Matthew","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116305957","display_name":"Mark Hodierne","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hodierne, Mark","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116305958","display_name":"William Gayne","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gayne, William","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5111158942","display_name":"John A. S. Roberts","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Roberts, John","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":10,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":1,"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/T10525","display_name":"Human-Automation Interaction and Safety","score":0.7174000144004822,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.7174000144004822,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T11122","display_name":"Online Learning and Analytics","score":0.6496000289916992,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.8119713068008423},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5771909952163696},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.36901238560676575},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.09038245677947998},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07860583066940308}],"concepts":[{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.8119713068008423},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5771909952163696},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.36901238560676575},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.09038245677947998},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07860583066940308},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2502.10410","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2502.10410","pdf_url":"https://arxiv.org/pdf/2502.10410","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2502.10410","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2502.10410","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":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2502.10410","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2502.10410","pdf_url":"https://arxiv.org/pdf/2502.10410","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407683588.pdf","grobid_xml":"https://content.openalex.org/works/W4407683588.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"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/W4255837520","https://openalex.org/W2376932109","https://openalex.org/W2001405890"],"abstract_inverted_index":{"As":[0],"a":[1,13,24,56],"publicly":[2],"funded":[3],"body":[4],"in":[5,12],"the":[6,49,75,95,164,174,184],"UK,":[7],"Oak":[8],"National":[9,36],"Academy":[10],"is":[11,64],"unique":[14],"position":[15],"to":[16,66,71,113,126,131,180],"innovate":[17],"within":[18,168],"this":[19,128,145,149,177],"field":[20],"as":[21],"we":[22,83,104,123,147],"have":[23,84,105,124],"comprehensive":[25],"curriculum":[26,81],"of":[27,51,90,97,166],"approximately":[28],"13,000":[29],"open":[30],"education":[31],"resources":[32],"(OER)":[33],"for":[34,54],"all":[35,72],"Curriculum":[37],"subjects,":[38],"designed":[39],"and":[40,86,121,183],"quality-assured":[41],"by":[42,100,136],"expert,":[43],"human":[44,120,142],"teachers.":[45],"This":[46],"has":[47],"provided":[48],"corpus":[50],"content":[52],"needed":[53],"building":[55],"high-quality":[57],"AI-powered":[58,108],"lesson":[59,91],"planning":[60],"tool,":[61],"Aila,":[62],"that":[63,176],"free":[65],"use":[67],"and,":[68],"therefore,":[69],"accessible":[70],"teachers":[73],"across":[74],"country.":[76],"Furthermore,":[77],"using":[78],"our":[79],"evidence-informed":[80],"principles,":[82],"codified":[85],"exemplified":[87],"each":[88],"component":[89],"design.":[92],"To":[93],"assess":[94],"quality":[96,161],"lessons":[98],"produced":[99],"Aila":[101],"at":[102],"scale,":[103],"developed":[106],"an":[107,140,154],"auto-evaluation":[109],"agent,facilitating":[110],"informed":[111],"improvements":[112],"enhance":[114],"output":[115],"quality.":[116],"Through":[117],"comparisons":[118],"between":[119],"auto-evaluations,":[122],"begun":[125],"refine":[127],"agent":[129],"further":[130],"increase":[132],"its":[133,137],"accuracy,":[134],"measured":[135],"alignment":[138],"with":[139],"expert":[141],"evaluator.":[143],"In":[144],"paper":[146],"present":[148],"iterative":[150],"evaluation":[151],"process":[152],"through":[153],"illustrative":[155],"case":[156],"study":[157],"focused":[158],"on":[159],"one":[160],"benchmark":[162],"-":[163],"level":[165],"challenge":[167],"multiple-choice":[169],"quizzes.":[170],"We":[171],"also":[172],"explore":[173],"contribution":[175],"may":[178],"make":[179],"similar":[181],"projects":[182],"wider":[185],"sector.":[186]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-17T18:11:37.981687","created_date":"2025-10-10T00:00:00"}
