{"id":"W4412496668","doi":"10.1007/978-3-031-98462-4_48","title":"Beyond Programming Assistance Towards the Integration of Generative AI into Computer Science Education: A Scoping Review","year":2025,"lang":"en","type":"review","venue":"Lecture notes in computer science","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université TÉLUQ; École de Technologie Supérieure; Université de Sherbrooke","funders":"Agence Nationale de la Recherche","keywords":"Computer science; Generative grammar; Human–computer interaction; Artificial intelligence; Software engineering; Data science","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":[0.006261076,0.00108161,0.002552393,0.006186871,0.0004981124,0.003128304,0.001920369,0.002130922,0.003775105],"category_scores_gemma":[0.01581357,0.000688783,0.001481526,0.005670392,0.001328286,0.003718079,0.001951579,0.002366218,0.001223122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001486244,"about_ca_system_score_gemma":0.007791101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003555309,"about_ca_topic_score_gemma":0.005995181,"domain_scores_codex":[0.9981776,0.0005239311,0.0003712922,0.0002489885,0.0005951083,0.00008310938],"domain_scores_gemma":[0.979111,0.0171791,0.001015741,0.0003330144,0.002098777,0.0002624998],"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":[0.00006854915,0.00009001547,0.0002879152,0.1343126,0.0003816922,0.00008474966,0.0002595103,0.0003374089,0.0005425931,0.004916014,0.005003565,0.8537154],"study_design_scores_gemma":[0.00006921545,0.0002450872,0.00174498,0.3983151,0.002626134,0.0006059626,0.0005310585,0.0003428739,0.00124444,0.007234729,0.5869939,0.00004657953],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009427226,0.9989428,0.0002049287,0.0001913164,0.00006461503,0.00001399822,0.00000792039,0.000003302522,0.0004768012],"genre_scores_gemma":[0.001102047,0.998041,0.0004269164,0.0002132281,0.00005078439,0.00002680683,0.00001996441,0.000003018349,0.0001162363],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006261076,"threshold_uncertainty_score":0.03311217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03692753963088899,"score_gpt":0.3766500605386815,"score_spread":0.3397225209077925,"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."}}