{"id":"W2759916191","doi":"","title":"A Comparison of Chinese and Canadian Elementary School Mathematics Problem-solving Teaching Model","year":2017,"lang":"en","type":"article","venue":"2017 Conference of the Canadian Society for the Study of Education","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Process (computing); Elementary mathematics; Mathematics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001634145,0.00009868621,0.0002149284,0.00005460252,0.003018693,0.0001292219,0.0009988809,0.00006340891,0.00002461092],"category_scores_gemma":[0.0009231645,0.00006394904,0.0001106839,0.00004397376,0.0003513115,0.000146521,0.00005389007,0.000188298,1.871953e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002250269,"about_ca_system_score_gemma":0.004670547,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8839413,"about_ca_topic_score_gemma":0.9752548,"domain_scores_codex":[0.9990936,0.00005918632,0.0003119989,0.0001183592,0.0002229392,0.0001939097],"domain_scores_gemma":[0.9981269,0.000135829,0.0006653351,0.0006062987,0.000288446,0.0001771781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002622621,0.0005379664,0.1337205,0.0002472583,0.0001854731,8.48769e-9,0.6988651,0.00002253267,0.0001079591,0.1418277,0.0181801,0.006302776],"study_design_scores_gemma":[0.0005798718,0.0001700462,0.06153816,0.0006259013,0.0004110991,7.748105e-7,0.6175607,0.0270984,0.0001137053,0.2882992,0.003164625,0.0004374635],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650198,0.00006952594,0.00103182,0.008110669,0.0003359003,0.002730584,0.00005133192,0.00001164476,0.02263873],"genre_scores_gemma":[0.9846258,0.00001211117,0.0144648,0.00005603191,0.00004496932,0.00006700335,0.000002678433,0.000008343045,0.0007183274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1464715,"threshold_uncertainty_score":0.9982792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09413046092383293,"score_gpt":0.4081982770131048,"score_spread":0.3140678160892719,"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."}}