{"id":"W4410877893","doi":"10.46827/ejes.v12i2.5803","title":"IMPLEMENTATION OF NEW PEDAGOGIES IN ONTARIO CANADA MATHEMATICS TEACHING, 1950 TO 2024","year":2025,"lang":"en","type":"article","venue":"European Journal of Education Studies","topic":"Education Practices and Evaluation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Sociology; Pedagogy; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003340161,0.0002117755,0.0002919869,0.00168848,0.007997432,0.003448521,0.001773951,0.0007975549,0.00333827],"category_scores_gemma":[0.01156425,0.0003701889,0.0003047411,0.002389387,0.003635686,0.001446565,0.003550803,0.001172808,0.0003843525],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2287808,"about_ca_system_score_gemma":0.2945514,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.991723,"about_ca_topic_score_gemma":0.9953946,"domain_scores_codex":[0.9945815,0.0005575056,0.000196258,0.0002782215,0.002963629,0.001422884],"domain_scores_gemma":[0.9891343,0.0007088381,0.0009465204,0.0002671003,0.005687019,0.00325631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007329756,0.001030918,0.3177668,0.0008322861,0.00009364745,0.001226003,0.2119738,0.002766513,0.007731982,0.02696471,0.02668184,0.4021985],"study_design_scores_gemma":[0.00006167973,0.0004227693,0.7347717,0.0002668497,0.00003665848,0.000104928,0.07925667,0.0007493279,0.002420658,0.0007435466,0.1810782,0.00008709017],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9425641,0.001125562,0.0005865481,0.01048839,0.00009995148,0.000366447,0.0006903911,0.0001049253,0.04397375],"genre_scores_gemma":[0.9766428,0.0007744103,0.001303983,0.0005681924,0.00001566569,0.0001399055,0.0003009264,0.00001886125,0.02023509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7712193,"threshold_uncertainty_score":0.894505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1665471255691758,"score_gpt":0.508023721205657,"score_spread":0.3414765956364811,"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."}}