{"id":"W3201486206","doi":"10.5206/mt.v1i1.14144","title":"Cultural Challenge: Teaching Mathematics to Non-mathematicians","year":2021,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; McMaster University; University of Toronto","funders":"","keywords":"Mathematics education; Relevance (law); Set (abstract data type); Core-Plus Mathematics Project; Philosophy of mathematics education; Connected Mathematics; Reform mathematics; Course (navigation); Computer science; Math wars; Mathematics; Engineering","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":[0.004930049,0.0005039921,0.0002848613,0.0004859341,0.008703531,0.007265374,0.001584801,0.002302568,0.005499371],"category_scores_gemma":[0.01049519,0.0001977614,0.0004159842,0.0004381003,0.01487151,0.005487695,0.01053515,0.004945472,0.001341377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002746755,"about_ca_system_score_gemma":0.004371606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001928977,"about_ca_topic_score_gemma":0.002829352,"domain_scores_codex":[0.992338,0.006031143,0.00007630499,0.0004076047,0.0007429106,0.0004040832],"domain_scores_gemma":[0.9948372,0.002089737,0.0004695904,0.0003658735,0.0004593107,0.001778279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009045698,0.0002731608,0.007140484,0.00025419,0.00003340929,0.001562422,0.2296238,0.000485837,0.001798716,0.6959842,0.01890854,0.04384482],"study_design_scores_gemma":[0.00006755458,0.0003417066,0.004874532,0.0003735656,0.00004008994,0.002064413,0.2460337,0.002029171,0.003185686,0.2745911,0.466351,0.00004748392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4161267,0.003600453,0.04060864,0.1468762,0.00327335,0.0001587656,0.00002959725,0.0001190622,0.3892073],"genre_scores_gemma":[0.9546174,0.001175385,0.00608509,0.01268977,0.0003640483,0.0001113485,0.00001998492,0.00006255054,0.0248743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008703531,"threshold_uncertainty_score":0.02607292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04637461797312029,"score_gpt":0.3846284101776013,"score_spread":0.338253792204481,"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."}}