{"id":"W7092202592","doi":"10.4018/979-8-3373-7579-3.ch003","title":"Potential Curriculum Models for Intentionally Incorporating Generative AI in Higher Education","year":2025,"lang":"","type":"book-chapter","venue":"Advances in computational intelligence and robotics book series","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Curriculum; Generative grammar; Higher education; Domain (mathematical analysis); Coaching; Curriculum development","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005874531,0.0005388912,0.0005734159,0.0007745471,0.0006596135,0.0002408791,0.0003581172,0.000444054,0.0001796308],"category_scores_gemma":[0.0001220536,0.0006123981,0.000145025,0.0004822935,0.00107842,0.004402962,0.0001105788,0.0006409958,0.000007432858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004548478,"about_ca_system_score_gemma":0.002110032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009709068,"about_ca_topic_score_gemma":0.0006581807,"domain_scores_codex":[0.9964436,0.0001191639,0.001492022,0.0009036553,0.000622873,0.0004187438],"domain_scores_gemma":[0.9966052,0.0005496951,0.0007111081,0.0001487568,0.001884155,0.000101073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003913582,0.000125487,0.0001468486,0.0001463378,0.00002207509,8.182608e-7,0.0007024182,0.4520112,0.000001156207,0.5411251,0.00008308823,0.005596327],"study_design_scores_gemma":[0.0001383986,0.0001389004,0.000115164,0.001276157,0.00004006722,0.000002885454,0.004130792,0.08893121,0.000007642886,0.8903849,0.01426538,0.0005684879],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00007534056,0.03944835,0.7409676,0.07686126,0.01082922,0.003832798,0.0001536614,0.00007567969,0.1277561],"genre_scores_gemma":[0.489126,0.03485147,0.2312095,0.01250037,0.003115838,0.0007912865,0.002792642,0.0001309472,0.225482],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5097581,"threshold_uncertainty_score":0.9996327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05370016303081888,"score_gpt":0.3490567206096288,"score_spread":0.29535655757881,"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."}}