{"id":"W4412740765","doi":"10.22329/jtl.v19i2.9211","title":"Innovative Approaches in Statistics Education: The Role of Technology Explored through Meta-Analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Teaching and Learning","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lembaga Pengelola Dana Pendidikan","keywords":"Meta-analysis; Statistics; Statistics education; Data science; Computer science; Psychology; Mathematics education; Mathematics; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003222266,0.00008035661,0.0005166978,0.0005170683,0.0001338287,0.00002269591,0.00013877,0.00004996667,0.00001711639],"category_scores_gemma":[0.01242122,0.00004978956,0.00009486916,0.0007285774,0.00008816698,0.0000563268,0.00003788708,0.0009400027,1.302468e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002219925,"about_ca_system_score_gemma":0.0001662371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002940411,"about_ca_topic_score_gemma":0.000006088343,"domain_scores_codex":[0.9983121,0.0009039625,0.0005067161,0.00008111621,0.0001153789,0.00008073673],"domain_scores_gemma":[0.9957812,0.003252962,0.0006309982,0.0001135114,0.0002106076,0.00001065524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002007862,0.0001770839,0.009510068,0.00005784521,0.01101705,7.483459e-7,0.0212453,0.0004127956,0.0001009592,0.8933675,0.0008223348,0.06326817],"study_design_scores_gemma":[0.0001800904,0.00007241225,0.002003241,0.00003496731,0.01464735,0.00001304647,0.1642275,0.0003958038,0.0004797154,0.8078361,0.01001703,0.00009275842],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1633091,0.008565955,0.8153934,0.005742191,0.0002898588,0.0001848579,0.000009693053,0.00002424812,0.00648061],"genre_scores_gemma":[0.559288,0.00003232533,0.4400359,0.00004133449,0.00001498008,0.000005766598,0.000001245174,0.000003760956,0.0005767754],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3959788,"threshold_uncertainty_score":0.9958976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3200968267004552,"score_gpt":0.4580315940777681,"score_spread":0.1379347673773129,"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."}}