{"id":"W3132270602","doi":"10.11114/jets.v9i3.5129","title":"Creating Complexity in the Elementary Mathematics Classroom","year":2021,"lang":"en","type":"article","venue":"Journal of Education and Training Studies","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Mathematics education; Conversation; Perspective (graphical); Student engagement; Pedagogy; Elementary mathematics; Discipline; Action research; Psychology; Computer science; Sociology","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":[0.002102042,0.00004771601,0.0001433047,0.00006653622,0.0003231673,0.00006454175,0.00009510249,0.00001768852,0.00003574224],"category_scores_gemma":[0.001430629,0.00003371298,0.00003279748,0.0001469747,0.0001264479,0.0000889267,0.00001307308,0.0001438735,3.651932e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005423134,"about_ca_system_score_gemma":0.00039674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003537213,"about_ca_topic_score_gemma":0.0004300527,"domain_scores_codex":[0.9991717,0.0002027016,0.0002969866,0.00004821555,0.0001948223,0.00008555283],"domain_scores_gemma":[0.9989187,0.0005568446,0.0002272006,0.00005991685,0.0002096293,0.00002771917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[6.568437e-7,0.0002526643,0.002603827,0.00003323209,0.0000287373,0.000001363854,0.6554735,1.222014e-7,0.00000809637,0.3260529,0.00308893,0.01245595],"study_design_scores_gemma":[0.00006846863,0.00001471804,0.002584647,0.0001604291,0.00001891553,0.00002636743,0.766709,0.0000039188,0.00001058682,0.2209455,0.009420083,0.00003741159],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8793008,0.004128047,0.001396111,0.03508835,0.0008284172,0.0001765021,0.000001065606,0.00002296402,0.07905772],"genre_scores_gemma":[0.939711,0.0007321264,0.05839626,0.0006908133,0.0002243412,0.000005301608,6.576078e-7,0.000002929934,0.0002365702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1112354,"threshold_uncertainty_score":0.2485575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2586415258090137,"score_gpt":0.4736380026195732,"score_spread":0.2149964768105596,"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."}}