{"id":"W2882995349","doi":"","title":"Learning about teaching through research and vice versa: Towards developing methods in graduate coursework","year":2018,"lang":"en","type":"article","venue":"Mathematics teacher education and development","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Coursework; Mathematics education; Task (project management); Curriculum; Process (computing); Reading (process); Connected Mathematics; Teaching method; Core-Plus Mathematics Project; Pedagogy; Computer science; Psychology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01069795,0.0001720839,0.0002378043,0.0002920142,0.001410315,0.0002893645,0.0002199103,0.0001370042,0.00009798427],"category_scores_gemma":[0.001764255,0.0001667786,0.0000153205,0.0003469384,0.000368636,0.0002090042,0.0001367445,0.0006836079,0.00002560776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003899438,"about_ca_system_score_gemma":0.001439366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007310811,"about_ca_topic_score_gemma":0.0002605962,"domain_scores_codex":[0.9975221,0.0007992357,0.0004572216,0.0003339459,0.0004798739,0.0004076728],"domain_scores_gemma":[0.9988002,0.0004529728,0.0001525833,0.0001829812,0.0002805129,0.000130777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002135254,0.0003911399,0.001498047,0.0001113955,0.00001156312,2.08009e-7,0.6296481,5.146147e-8,0.00002136764,0.2203878,0.001476523,0.1464516],"study_design_scores_gemma":[0.0002533432,0.00006465559,0.008765038,0.0009837934,0.00001249924,0.000009925055,0.2847364,0.0001506454,0.000859751,0.3124115,0.3911641,0.0005884145],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4339662,0.0004522623,0.2985292,0.006856326,0.0006576498,0.001096649,3.427272e-7,0.0004131324,0.2580283],"genre_scores_gemma":[0.2596593,0.0001474255,0.736027,0.000159649,0.000140144,0.000104144,0.000003791675,0.00002113667,0.003737456],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4374978,"threshold_uncertainty_score":0.9998897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2618724223831446,"score_gpt":0.5444966284961555,"score_spread":0.2826242061130109,"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."}}