{"id":"W2168571721","doi":"10.22329/jtl.v8i1.3004","title":"Gender Issues in Mathematics: An Ontario Perspective","year":2012,"lang":"en","type":"article","venue":"Journal of Teaching and Learning","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Perception; Perspective (graphical); Scale (ratio); Gender equality; Mathematics education; Psychology; Political science; Mathematics; Geography; Sociology; Gender studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006995122,0.00003583336,0.00008700876,0.0001074732,0.0005176199,0.00007374553,0.00007969278,0.00002978494,0.000222103],"category_scores_gemma":[0.001292825,0.00002947749,0.00002140445,0.00004657624,0.00004731287,0.0005912651,0.000007280102,0.0008822121,0.000003749313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001634721,"about_ca_system_score_gemma":0.0001810867,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03963721,"about_ca_topic_score_gemma":0.01173325,"domain_scores_codex":[0.9988262,0.0006628183,0.0001272324,0.0000437696,0.000189447,0.0001505297],"domain_scores_gemma":[0.9995093,0.0001703932,0.0001261751,0.00002723039,0.00004658176,0.0001202923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001676448,0.00005398368,0.1813788,9.918649e-7,0.000002564238,5.2869e-7,0.8029014,0.00002067163,0.00002806463,0.013076,0.00005182195,0.0024835],"study_design_scores_gemma":[0.00007679086,0.0000366827,0.1010326,0.00001826411,0.000004871928,0.00001548803,0.8460839,0.00002298523,0.000001729238,0.00162549,0.05103247,0.00004865912],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575773,0.0004045428,0.0001037826,0.001173047,0.0002592491,0.00001660821,1.409583e-8,0.000005360903,0.04046011],"genre_scores_gemma":[0.9917222,0.0000212759,0.004167543,0.00005424957,0.0005299386,1.908862e-7,4.449538e-8,0.000002484893,0.003502039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08034614,"threshold_uncertainty_score":0.966758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023087462695771,"score_gpt":0.4415958473419076,"score_spread":0.3392871010723305,"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."}}