{"id":"W1594301398","doi":"","title":"From Play to Thoughtful Learning: A Design Strategy to Engage Children With Mathematical Representations","year":2008,"lang":"en","type":"article","venue":"Journal of Computers in Mathematics and Science Teaching","topic":"Educational Games and Gamification","field":"Psychology","cited_by":85,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Mathematics education; Educational technology; Teaching method; Instructional design; Computer science; Computer-Assisted Instruction; Psychology; Cognitive science; Human–computer interaction; Pedagogy; Multimedia","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":[0.001948583,0.00009692745,0.0002055091,0.0003172796,0.0002662457,0.0001018521,0.0003246166,0.00002693933,0.00002179899],"category_scores_gemma":[0.0002811397,0.00007177195,0.00002601904,0.0003096012,0.0001072406,0.0001786341,0.00004189994,0.0003830011,0.00001129104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004149052,"about_ca_system_score_gemma":0.00009764565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001898171,"about_ca_topic_score_gemma":9.913048e-7,"domain_scores_codex":[0.9987178,0.0001251187,0.0004071255,0.000192637,0.0003765046,0.0001807995],"domain_scores_gemma":[0.9987667,0.000591517,0.0002145091,0.0001687079,0.00008159375,0.00017699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00009487897,0.001539112,0.02536647,0.00001939712,0.0001288873,0.00007602444,0.7676085,0.06439499,0.003640576,0.1164104,0.002216337,0.01850438],"study_design_scores_gemma":[0.002083412,0.003096894,0.7916168,0.001076565,0.00008914016,0.00346019,0.06068132,0.04597706,0.0003515003,0.09038811,0.0003078742,0.0008711619],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5932609,0.00001318529,0.405478,0.0004041384,0.00006016729,0.0001252541,4.41989e-7,0.000005346225,0.000652644],"genre_scores_gemma":[0.6061677,0.000001833228,0.3936228,0.00006131463,0.00006543711,0.000003501207,3.034957e-7,0.00000556288,0.00007148378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7662503,"threshold_uncertainty_score":0.2926775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05980092480240221,"score_gpt":0.3624880146026266,"score_spread":0.3026870898002244,"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."}}