{"id":"W2903186677","doi":"10.22329/jtl.v12i1.5099","title":"A Cross-Sectional Analysis of Mathematics Education Practices at Canadian Universities","year":2018,"lang":"en","type":"article","venue":"Journal of Teaching and Learning","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Wilfrid Laurier University","funders":"Connaught Fund; MacEwan University; King's University College; Victoria University; University of Alberta; Queen's University; Trent University; University of Waterloo; Vancouver Island University; York University; Thompson Rivers University; Kwantlen Polytechnic University; University of the Fraser Valley; Lakehead University; Mount Saint Vincent University; Wilfrid Laurier University; Mount Allison University; University of Toronto; St. Francis Xavier University; University of Ontario Institute of Technology; Trinity Western University; Simon Fraser University; King's College London; McMaster University; University of Northern British Columbia; Nipissing University; Dalhousie University; University of Ottawa; McGill University; University of Regina; University of Windsor","keywords":"Remedial education; Mathematics education; Connected Mathematics; Core-Plus Mathematics Project; Reform mathematics; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00232669,0.0003998032,0.0005280189,0.003845801,0.005622478,0.002085314,0.00175604,0.0005961728,0.003399398],"category_scores_gemma":[0.007615857,0.00059574,0.0006578292,0.008409875,0.001405297,0.0008543647,0.001858774,0.0008590074,0.0005489063],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04308219,"about_ca_system_score_gemma":0.04440889,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9924741,"about_ca_topic_score_gemma":0.9955966,"domain_scores_codex":[0.9971339,0.0002407821,0.0002051708,0.0003953128,0.001266077,0.0007588525],"domain_scores_gemma":[0.9918306,0.0007044284,0.001235495,0.0003210097,0.004215488,0.00169301],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003988673,0.00005794829,0.9865568,0.00005632397,0.00003516039,0.00005288831,0.006266527,0.00006921448,0.0001809806,0.0002327093,0.0009335921,0.005517942],"study_design_scores_gemma":[0.000001992601,0.00003042586,0.9919733,0.00002601335,0.000008466717,0.00002644082,0.006823631,0.0001042934,0.00004146176,0.00001572181,0.0009357745,0.00001259894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933489,0.0002369644,0.0000988777,0.0002490063,0.000006596585,0.00009193915,0.003072653,0.00001133864,0.002883734],"genre_scores_gemma":[0.9964278,0.0003582218,0.0003694242,0.0001337132,0.000003365273,0.00005282397,0.001586366,0.000006564028,0.001061755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9976733,"threshold_uncertainty_score":0.3125846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05761176329682297,"score_gpt":0.4014456349123811,"score_spread":0.3438338716155581,"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."}}