{"id":"W2216212364","doi":"","title":"An Open Architecture to Improve Mathematical Competence in High School","year":2005,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Turing; Dialog box; Artificial intelligence; Programming language; Human–computer interaction; Software engineering; World Wide Web","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":[0.0002845899,0.0001862922,0.0002744107,0.0007131172,0.00009820614,0.0002024809,0.00152233,0.0001066646,0.0002107902],"category_scores_gemma":[0.0003888018,0.0001648834,0.00001323977,0.0006990883,0.0001009697,0.0002927505,0.0003253862,0.000543671,0.000269517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008711096,"about_ca_system_score_gemma":0.0003618731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004240147,"about_ca_topic_score_gemma":0.0003116028,"domain_scores_codex":[0.9984419,0.00006126548,0.0003007349,0.000594484,0.0002430528,0.0003585993],"domain_scores_gemma":[0.9987202,0.0003027876,0.00008452561,0.000509836,0.000135775,0.0002468948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005129533,0.0001501127,0.001776688,0.000006986984,0.000004372928,0.000003756408,0.0006174964,0.00003142549,0.001347735,0.9803275,0.0001259327,0.01560289],"study_design_scores_gemma":[0.0002907282,0.0002463966,0.00974724,0.0002224412,0.000002562356,0.00002164363,0.00007553419,0.001512921,0.002033075,0.9831077,0.002434426,0.0003053749],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06636437,0.00008933583,0.04192943,0.8854755,0.001608185,0.0009499853,0.000008690489,0.0002304406,0.003344108],"genre_scores_gemma":[0.9430867,0.000005505078,0.05378639,0.0006300912,0.0004093559,0.0002278939,0.000005920217,0.000009727353,0.001838408],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8848454,"threshold_uncertainty_score":0.6723748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02308924737475308,"score_gpt":0.2871654021894798,"score_spread":0.2640761548147267,"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."}}