{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002008672,0.0004029215,0.0004372052,0.001581834,0.004770923,0.008040707,0.0007541742,0.0009013763,0.002368246],"category_scores_gemma":[0.007574846,0.0004304555,0.0005704255,0.0007316711,0.008956644,0.004576348,0.00951598,0.002675761,0.0002723064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002898045,"about_ca_system_score_gemma":0.004034794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001625123,"about_ca_topic_score_gemma":0.002794596,"domain_scores_codex":[0.9959106,0.002211358,0.0001143354,0.0003144148,0.001027233,0.000422079],"domain_scores_gemma":[0.9944969,0.003663114,0.0005753721,0.0003553394,0.0002474454,0.0006618982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001198736,0.0002586464,0.02895118,0.0005345402,0.00005076197,0.002767397,0.6428928,0.002045776,0.02016277,0.194258,0.002422396,0.105536],"study_design_scores_gemma":[0.00008712753,0.0004582805,0.04966225,0.0009100317,0.0001347724,0.004640991,0.4076088,0.006606636,0.01227554,0.3049657,0.212378,0.0002718157],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9000241,0.0009527489,0.03348027,0.00344864,0.000088753,0.0001447798,0.00002634546,0.0001656953,0.06166869],"genre_scores_gemma":[0.9863289,0.0003742512,0.01000181,0.0001299758,0.00002313738,0.00007432735,0.00001331794,0.00003446178,0.003019746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008040707,"threshold_uncertainty_score":0.02102697,"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."}}