{"id":"W4406803762","doi":"10.1145/3689187.3709614","title":"Beyond the Hype: A Comprehensive Review of Current Trends in Generative AI Research, Teaching Practices, and Tools","year":2025,"lang":"en","type":"review","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Universitas Brawijaya; National Science Foundation","keywords":"Computer science; Current (fluid); Generative grammar; Data science; Artificial intelligence; Engineering; Electrical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003866299,0.0005098794,0.001394603,0.006310638,0.000596208,0.003111704,0.0009593592,0.001522634,0.003657191],"category_scores_gemma":[0.01092763,0.0004502175,0.000593636,0.007846106,0.001422757,0.004635391,0.001650999,0.002305575,0.001388378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001485587,"about_ca_system_score_gemma":0.006337826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003218859,"about_ca_topic_score_gemma":0.009699939,"domain_scores_codex":[0.9986537,0.0004306387,0.0002316151,0.000146954,0.0004777772,0.00005932415],"domain_scores_gemma":[0.9890772,0.008106046,0.0008257344,0.0001784221,0.001498967,0.000313677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005142374,0.00003702515,0.0002364888,0.03547417,0.0001003894,0.00004265293,0.0002951639,0.0001244714,0.0002336092,0.004378589,0.04493845,0.9140877],"study_design_scores_gemma":[0.00003185357,0.00008502114,0.001516684,0.05478,0.0002784765,0.0003343404,0.0005285007,0.00009237657,0.0001582509,0.00586251,0.9363018,0.00003024995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000612275,0.9977064,0.0001147302,0.001301355,0.0002406992,0.00000431145,0.000009562122,0.000005676001,0.0005560479],"genre_scores_gemma":[0.0008349963,0.997223,0.0003143534,0.00104938,0.0002740753,0.00001303436,0.00002124705,0.000004370632,0.0002654568],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006310638,"threshold_uncertainty_score":0.02044719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2377570672455915,"score_gpt":0.5305929274175885,"score_spread":0.292835860171997,"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."}}