{"id":"W2126456996","doi":"","title":"Dynamic Composition of Math Lessons","year":2003,"lang":"en","type":"article","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Dalhousie University","funders":"","keywords":"Computer science; Variety (cybernetics); Reuse; Composition (language); Architecture; Interface (matter); Multimedia; World Wide Web; Principal (computer security); Mathematics education; Mathematics; Engineering; Artificial intelligence","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":[0.00009444779,0.00002648841,0.00003989528,0.00002938316,0.00003909801,0.00003265162,0.0001382898,0.00001143807,0.00007660434],"category_scores_gemma":[0.00000685888,0.00002359295,0.00001436864,0.0001195375,0.000008213347,0.0001404501,0.00001815335,0.00003475179,0.00009318328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001069817,"about_ca_system_score_gemma":0.00003075318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008440759,"about_ca_topic_score_gemma":0.0000019825,"domain_scores_codex":[0.9997089,0.00003187803,0.00006407214,0.00007629149,0.00005971201,0.00005914799],"domain_scores_gemma":[0.9997905,0.00001591544,0.00002718775,0.0001172366,0.00002667622,0.0000225123],"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":[1.552541e-7,0.00003134088,0.0001425544,0.00000211044,0.000001347834,1.492381e-7,0.0002558162,0.00007842607,0.002159867,0.9958287,0.0001408499,0.001358654],"study_design_scores_gemma":[0.00158814,0.000395384,0.1071262,0.0001140932,0.00002166733,0.000158395,0.009594289,0.7296339,0.05672407,0.03067739,0.06293919,0.001027323],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1125619,0.0000144302,0.4901712,0.002497787,0.0002783803,0.00005503418,1.680133e-7,0.00007781728,0.3943433],"genre_scores_gemma":[0.9360225,0.000003016191,0.06229967,0.000097472,0.000001235678,0.000001053815,7.828622e-7,0.000001346549,0.001572985],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9651514,"threshold_uncertainty_score":0.1197714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0161517727571446,"score_gpt":0.2896889663934631,"score_spread":0.2735371936363185,"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."}}