{"id":"W2132632935","doi":"10.1109/icsmc.2007.4413769","title":"Using learning automata to model the behavior of a teacher in a tutorial-like system","year":2007,"lang":"en","type":"article","venue":"","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Novelty; Computer science; Process (computing); Benchmark (surveying); Domain (mathematical analysis); Convergence (economics); Salient; Mathematics education; Field (mathematics); Automaton; Socratic method; Artificial intelligence; Human–computer interaction; Psychology; Mathematics","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":[0.0006959719,0.0006165587,0.0005853304,0.0005627963,0.0004547203,0.001522989,0.001416202,0.001620635,0.003855067],"category_scores_gemma":[0.002836443,0.0003777787,0.0006101839,0.0002372154,0.0009803682,0.001438576,0.0009748594,0.001050065,0.000663902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000994395,"about_ca_system_score_gemma":0.0009923985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007560285,"about_ca_topic_score_gemma":0.004502052,"domain_scores_codex":[0.9994376,0.0002204891,0.0000395199,0.0001297413,0.00008816431,0.00008438151],"domain_scores_gemma":[0.9985424,0.0008174184,0.0001629277,0.0001535998,0.0002179906,0.0001056337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009704693,0.00006897729,0.001981797,0.00006106826,0.00003200266,0.0001688986,0.0002516097,0.9680995,0.003628548,0.01876258,0.0002503517,0.006597641],"study_design_scores_gemma":[0.000008335421,0.0000235268,0.00009700481,0.000004821375,0.000007593107,0.0000147949,0.00001316929,0.9964846,0.0004939405,0.002428217,0.0004183099,0.000005660709],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1260281,0.0002088134,0.8638431,0.000284815,0.00006102706,0.0001253297,0.0002061668,0.00149416,0.007748543],"genre_scores_gemma":[0.9296538,0.000210133,0.06298372,0.00006517032,0.00002806049,0.0002903056,0.0001583709,0.0001071746,0.006503386],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007560285,"threshold_uncertainty_score":0.01503253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0286198132516427,"score_gpt":0.3093328426105539,"score_spread":0.2807130293589112,"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."}}