{"id":"W4410845078","doi":"10.1007/s42330-025-00366-0","title":"Introduction to the Special Issue on Mathematical Experience in Undergraduate Mathematics: Models, Methods, and Directions","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Institute for Christian Studies; University of Toronto","funders":"","keywords":"Mathematics education; Science education; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005360102,0.001942336,0.002700856,0.005833569,0.001326241,0.007896559,0.002015633,0.003172262,0.07579056],"category_scores_gemma":[0.01687436,0.000590767,0.001846259,0.004117345,0.001687491,0.004519415,0.003185342,0.005696598,0.0206829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002772179,"about_ca_system_score_gemma":0.004819802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004454263,"about_ca_topic_score_gemma":0.01032173,"domain_scores_codex":[0.9977334,0.0005845332,0.0002610888,0.0003353088,0.0009119972,0.0001736836],"domain_scores_gemma":[0.979282,0.00916486,0.001035542,0.0006477582,0.006960147,0.002909602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001995835,0.00005259329,0.0003946028,0.0003832022,0.00001159788,0.00001281243,0.00006613141,0.00004977495,0.00004620337,0.00262148,0.9524724,0.04386937],"study_design_scores_gemma":[0.00001820559,0.0001063961,0.004701835,0.001728315,0.00003692972,0.0001414338,0.0003217222,0.0001791969,0.00005649516,0.008731583,0.9839421,0.00003565117],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00108396,0.1585039,0.007675698,0.1559737,0.6354582,0.0003490087,0.003788383,0.0003406102,0.03682672],"genre_scores_gemma":[0.005476604,0.123096,0.005308787,0.03966892,0.734323,0.0007155635,0.003688202,0.0004561039,0.08726689],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07579056,"threshold_uncertainty_score":0.2535447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05872018274326907,"score_gpt":0.4388156349941479,"score_spread":0.3800954522508788,"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."}}