{"id":"W4399209307","doi":"10.1007/978-3-031-63028-6","title":"Generative Intelligence and Intelligent Tutoring Systems","year":2024,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Central University; Xiamen University; East China Normal University; Università degli Studi di Cagliari; Beijing Normal University; University of South Australia; Durham University; Universidade Federal de Alagoas; Mount Saint Vincent University; Waseda University; Athabasca University; University of Macedonia; Northern Illinois University; University of Portsmouth; Università degli Studi Roma Tre; Educational Testing Service","keywords":"Computer science; Generative grammar; Artificial intelligence; Intelligent decision support system; Natural language processing; Machine learning","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003906174,0.0006165063,0.0006242694,0.0006688553,0.0003400234,0.002018558,0.0006361458,0.001393,0.00955531],"category_scores_gemma":[0.001863713,0.0003646596,0.0003322639,0.001021297,0.001509553,0.002476313,0.0005848241,0.001437404,0.002284397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006020663,"about_ca_system_score_gemma":0.000304532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006531404,"about_ca_topic_score_gemma":0.0007394374,"domain_scores_codex":[0.9997767,0.00009753554,0.000009308012,0.00003206877,0.00006704868,0.00001733498],"domain_scores_gemma":[0.9987925,0.001031223,0.00003233553,0.00006268227,0.00006348843,0.00001765035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003644481,0.00006823862,0.0002506143,0.0004078806,0.00003160401,0.0001001921,0.0004694935,0.01781605,0.001457262,0.770947,0.02272605,0.1856893],"study_design_scores_gemma":[0.00001887832,0.00002741373,0.0003147131,0.00008374444,0.0000145407,0.0001474559,0.0001017392,0.01638418,0.0007688872,0.9037611,0.07836372,0.00001353286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0239988,0.2237765,0.3190608,0.008137955,0.002014824,0.00008442699,0.0001785928,0.0009815184,0.4217666],"genre_scores_gemma":[0.562385,0.1001259,0.08184093,0.001358092,0.003208175,0.0003046958,0.0005263743,0.0003005984,0.2499503],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.00955531,"threshold_uncertainty_score":0.03196567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02811113914769325,"score_gpt":0.2627661690542819,"score_spread":0.2346550299065887,"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."}}