{"id":"W1539591738","doi":"10.1007/3-540-45108-0_9","title":"Active Learner Modelling","year":2000,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Argument (complex analysis); Process (computing); Domain (mathematical analysis); Action (physics); Verb; Artificial intelligence; Programming language","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":[0.001299089,0.000705486,0.0006044821,0.0007572388,0.0006705166,0.003745791,0.002249392,0.001870581,0.03524235],"category_scores_gemma":[0.006280616,0.0004270961,0.001050649,0.0007299723,0.0006064721,0.004648423,0.002302908,0.002199239,0.01235753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007344871,"about_ca_system_score_gemma":0.0009360192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002113204,"about_ca_topic_score_gemma":0.002086355,"domain_scores_codex":[0.998978,0.0003462139,0.00003992169,0.0002193949,0.0003247664,0.00009177186],"domain_scores_gemma":[0.998278,0.0008201845,0.0000536804,0.0004033586,0.0003521661,0.00009258262],"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":[0.0001543697,0.0002623032,0.001047247,0.0001946974,0.00004887428,0.0001766402,0.000751909,0.09080396,0.00194091,0.6386762,0.02106362,0.2448793],"study_design_scores_gemma":[0.00003006324,0.00007109922,0.0003278609,0.00008650938,0.00004039815,0.0001987663,0.000153644,0.6021789,0.00449922,0.2875826,0.1048019,0.00002914335],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008058327,0.0007305903,0.8775173,0.0009400017,0.000250977,0.0001399001,0.0006267329,0.001436778,0.1102993],"genre_scores_gemma":[0.4391018,0.001902381,0.2202681,0.0003708956,0.0002319056,0.0004475054,0.002328308,0.000889779,0.3344593],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03524235,"threshold_uncertainty_score":0.1178974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02718184775081257,"score_gpt":0.2402955247583097,"score_spread":0.2131136770074972,"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."}}