{"id":"W4409663317","doi":"10.22214/ijraset.2025.69192","title":"Smart Learning Using Generative AI","year":2025,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Generative grammar; Computer science; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.001542032,0.00005945137,0.00007513208,0.001634158,0.0003709041,0.0003649308,0.001232547,0.00004904212,5.896116e-7],"category_scores_gemma":[0.000176193,0.00005544843,0.00001336632,0.001848498,0.0002130959,0.000212289,0.000459705,0.0006030277,9.344479e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002029055,"about_ca_system_score_gemma":0.0002054795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004132239,"about_ca_topic_score_gemma":0.000001507835,"domain_scores_codex":[0.9988821,0.000007510152,0.0001536935,0.0002458166,0.0003686339,0.000342231],"domain_scores_gemma":[0.9992989,0.000100898,0.0000245087,0.0001146709,0.0004113257,0.0000496422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004149889,0.00001388154,0.0001731749,0.000002980048,0.000007143308,0.000006399872,0.00003218398,0.01621186,0.1020415,0.825031,0.0001454692,0.05633017],"study_design_scores_gemma":[0.0002304215,0.00002479044,0.0001112009,0.00004233273,5.970582e-7,0.00005394773,0.00004897473,0.8827484,0.009197986,0.08629758,0.02117404,0.00006972866],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05600201,0.000102226,0.9262375,0.01644657,0.0004755254,0.0001922648,4.291561e-7,0.00007105096,0.0004724704],"genre_scores_gemma":[0.9522575,0.00005589697,0.04741981,0.0001189423,0.00005390824,0.00005017158,1.926216e-7,0.000003153138,0.00004037841],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8962556,"threshold_uncertainty_score":0.3519036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05656527038146163,"score_gpt":0.4138527253735743,"score_spread":0.3572874549921126,"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."}}