{"id":"W4241832314","doi":"10.4018/9781605667829.ch025","title":"Adaptation-Oriented Culturally-Aware Tutoring Systems","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Adaptation (eye); Computer science; Psychology; Neuroscience","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002241832,0.0006358062,0.0006137557,0.0001068165,0.0002822996,0.0003880756,0.001102946,0.0004328029,0.00001499282],"category_scores_gemma":[0.00001914798,0.0005817406,0.0002990043,0.00004116345,0.00004824623,0.0002450284,0.0003714415,0.0004928457,0.0006772231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000507391,"about_ca_system_score_gemma":0.0002186395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006901909,"about_ca_topic_score_gemma":0.00002446867,"domain_scores_codex":[0.9970497,0.00005101577,0.0007002212,0.0009272682,0.0007201406,0.0005516524],"domain_scores_gemma":[0.9977569,0.0000382738,0.000568949,0.0008923658,0.0005134619,0.0002300213],"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":[0.00000535012,0.000004944621,0.00001060062,0.00006607809,0.0001129952,0.0001155616,0.0006687452,0.0001882457,0.000007121234,0.9952208,0.0004074925,0.003192088],"study_design_scores_gemma":[0.0002737803,0.0001762767,0.0000213923,0.001926117,0.00005698397,0.0001867951,0.000127106,0.002409501,0.0000417787,0.03361617,0.9598943,0.001269821],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001268393,0.000704766,0.2450416,0.000009046262,0.004249189,0.0003989722,0.00002268797,0.0005243814,0.7490367],"genre_scores_gemma":[0.1077795,0.000008625289,0.001826103,0.0000690196,0.001132994,0.00003972888,0.000006336448,0.00006544231,0.8890723],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9616046,"threshold_uncertainty_score":0.9996634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0354448367186011,"score_gpt":0.2368212060677676,"score_spread":0.2013763693491665,"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."}}