{"id":"W4407870795","doi":"10.5206/mt.v5i1.22378","title":"A Survey of Experimental Mathematics for Education","year":2025,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mathematics education; 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":[0.004952094,0.0004544963,0.0005364198,0.007767193,0.001647361,0.003992,0.0009246903,0.000811461,0.02296495],"category_scores_gemma":[0.0192793,0.0003002191,0.0001609324,0.01528012,0.002415004,0.005481645,0.002737628,0.001591938,0.003142992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002967518,"about_ca_system_score_gemma":0.002520143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001767396,"about_ca_topic_score_gemma":0.002180699,"domain_scores_codex":[0.9942616,0.00272288,0.0004990314,0.0006346875,0.001337278,0.0005445135],"domain_scores_gemma":[0.9793354,0.01314879,0.002352335,0.000885281,0.002662847,0.001615313],"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":[0.0004373833,0.001133287,0.05357283,0.003359671,0.00003309397,0.0003661393,0.02626405,0.0003971324,0.002596757,0.2020613,0.05593273,0.6538456],"study_design_scores_gemma":[0.00001513589,0.000291732,0.06654412,0.001223289,0.000006530078,0.0005303805,0.01105959,0.0001300122,0.001081499,0.009509036,0.9095801,0.0000285804],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.439612,0.2771358,0.00987,0.03146996,0.0008867762,0.0002347744,0.002636965,0.0002546047,0.2378991],"genre_scores_gemma":[0.7782273,0.1696368,0.004635158,0.005998872,0.0006988465,0.000380127,0.002749639,0.0001777048,0.03749556],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02296495,"threshold_uncertainty_score":0.07682544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03638229659466559,"score_gpt":0.3149173472853474,"score_spread":0.2785350506906819,"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."}}