{"id":"W2051083348","doi":"10.1007/s11858-011-0320-y","title":"Didactic and theoretical-based perspectives in the experimental development of an intelligent tutorial system for the learning of geometry","year":2011,"lang":"en","type":"article","venue":"ZDM","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Université de Montréal","funders":"","keywords":"Computer science; Mathematics education; Geometry; Development (topology); Cognitive science; Psychology; Mathematics; Mathematical analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.001687177,0.00003566861,0.00006682517,0.00003760521,0.0001559935,0.00001324899,0.0001456755,0.00002300717,0.0000453942],"category_scores_gemma":[0.0002707368,0.00002061055,0.00001853646,0.00006446669,0.0002234848,0.00002483924,0.00001128682,0.00005321303,1.971721e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003922536,"about_ca_system_score_gemma":0.00006813185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001570884,"about_ca_topic_score_gemma":0.0000183855,"domain_scores_codex":[0.999446,0.0001747808,0.0001276959,0.00006097166,0.0001268051,0.00006372755],"domain_scores_gemma":[0.9994125,0.0003932293,0.00007264322,0.00007642826,0.00003037429,0.00001487217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001023517,0.0001005961,0.0001650451,0.00001563578,0.000003439144,2.641679e-8,0.3409589,1.800663e-7,0.00008603422,0.6580395,0.000001998817,0.0006184172],"study_design_scores_gemma":[0.0001471981,0.0001308117,0.0007435732,0.00006536064,0.00001255785,3.775239e-7,0.9370366,0.0004147895,0.05073787,0.009961393,0.0006766106,0.0000728204],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718086,0.0001088171,0.0222622,0.00007132175,0.0001090988,0.0004146855,4.653669e-7,0.00002481656,0.005200056],"genre_scores_gemma":[0.992819,0.000001943554,0.007092054,0.000004691501,0.0000311249,0.0000414932,3.025866e-7,0.000002941487,0.000006507598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6480781,"threshold_uncertainty_score":0.1199792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08480595258461222,"score_gpt":0.3845989762303093,"score_spread":0.2997930236456971,"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."}}