{"id":"W4405207655","doi":"10.3389/frai.2024.1532896","title":"Editorial: Generative AI in education","year":2024,"lang":"en","type":"editorial","venue":"Frontiers in Artificial Intelligence","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Generative grammar; Transformative learning; Computer science; Pace; Generative model; Field (mathematics); Process (computing); Artificial intelligence; Class (philosophy); Psychology; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0008708505,0.0003627087,0.0004995507,0.0009623123,0.00006202275,0.0006147871,0.001446419,0.0008483056,0.000005058556],"category_scores_gemma":[0.001172653,0.0003807988,0.000121513,0.00150586,0.00009837205,0.0003636287,0.0002629563,0.002514003,0.0002109385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005441178,"about_ca_system_score_gemma":0.002164899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003118974,"about_ca_topic_score_gemma":0.0003221221,"domain_scores_codex":[0.9967073,0.0001986377,0.0008039485,0.0009938561,0.0008318383,0.0004644351],"domain_scores_gemma":[0.9986182,0.0002220194,0.0001679579,0.0006004898,0.0002947964,0.00009650515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007914914,0.0001206849,0.00001183246,0.00004445636,0.00001079663,0.00001288839,0.0006996404,0.001078012,0.00000547112,0.005373242,0.9018042,0.09083086],"study_design_scores_gemma":[0.00001178355,0.00004557228,5.103408e-7,0.0002979916,0.000008687586,2.179113e-7,0.0001802446,0.09709101,0.0001058852,0.1757785,0.7261675,0.000312092],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000003666729,0.001156237,0.2014908,0.001766727,0.795093,0.0001497904,0.00001077329,0.00009848395,0.0002305827],"genre_scores_gemma":[0.0001553955,0.0004671125,0.02934113,0.00009836834,0.9683419,0.0000444994,0.00007569495,0.0000378463,0.001438073],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1756367,"threshold_uncertainty_score":0.9998644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01272311884961281,"score_gpt":0.3200593884074353,"score_spread":0.3073362695578225,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}