{"id":"W4413020555","doi":"10.4018/979-8-3373-0573-8.ch005","title":"AI-Enhanced Learning and Teacher Productivity","year":2025,"lang":"en","type":"book-chapter","venue":"Advances in computational intelligence and robotics book series","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Productivity; Mathematics education; Computer science; Psychology; Artificial intelligence; Economics; Macroeconomics","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":[0.0001846949,0.0003092695,0.00037737,0.0002253286,0.0001995447,0.0001530052,0.0002588022,0.0001528318,0.00001030702],"category_scores_gemma":[0.00009362353,0.0003079599,0.00004737343,0.00009667587,0.0003193494,0.001182024,0.0003177314,0.000780429,0.000007307485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003865,"about_ca_system_score_gemma":0.0001381887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002170691,"about_ca_topic_score_gemma":0.00001947186,"domain_scores_codex":[0.9984701,0.00003895981,0.0003752187,0.0006552924,0.0002494018,0.0002109833],"domain_scores_gemma":[0.999122,0.0002819334,0.0001828922,0.0001717374,0.0001817175,0.00005972744],"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":[0.000006579007,0.0000121649,0.00007665197,0.00008519342,0.00001507925,0.000007523922,0.0001391252,0.3879287,5.15413e-7,0.5317351,0.00002098176,0.07997239],"study_design_scores_gemma":[0.00006148179,0.0001593973,0.00003377039,0.0005549241,0.00001984925,0.00002522022,0.0000420307,0.1915974,0.00002982798,0.7095139,0.09750495,0.0004572243],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00000497814,0.02254991,0.9039842,0.006360908,0.000295813,0.0001831243,0.000003183018,0.000125454,0.06649245],"genre_scores_gemma":[0.01964024,0.04365323,0.1760794,0.0007231613,0.0002866418,0.00001146759,0.00004754818,0.00004624765,0.7595121],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7279048,"threshold_uncertainty_score":0.9999372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01157675287377954,"score_gpt":0.2935960348031651,"score_spread":0.2820192819293856,"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."}}