{"id":"W782928256","doi":"","title":"Using Effective Teaching Strategies and Personality Type to Enhance the Mathematics Classroom: A Handbook for Intermediate Math Teachers","year":2015,"lang":"en","type":"article","venue":"Brock University Digital Repository (Brock University)","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Mathematical anxiety; Psychology; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004460238,0.0001714344,0.000196119,0.0001695888,0.001028837,0.0004008826,0.0004513996,0.00009881248,8.963617e-7],"category_scores_gemma":[0.0003875528,0.0001687112,0.00008978547,0.0002244152,0.000235286,0.001112391,0.0002129236,0.000228631,0.000004354948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006791537,"about_ca_system_score_gemma":0.0004090375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004670767,"about_ca_topic_score_gemma":0.0006729288,"domain_scores_codex":[0.9988461,0.0002108198,0.0001237923,0.0002922494,0.0002605041,0.0002664972],"domain_scores_gemma":[0.9987773,0.0003489438,0.0001592583,0.000205442,0.0002348169,0.0002742767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001740083,0.002470144,0.02439578,0.0009657787,0.001190857,0.0001264362,0.3645309,0.0003470013,0.02625658,0.3109649,0.2525556,0.01445589],"study_design_scores_gemma":[0.0005056761,0.0003424763,0.0002826769,0.0003024395,0.0001884857,0.00002483644,0.6874009,0.0001597293,0.0003047287,0.006248294,0.3036547,0.0005850757],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7485089,0.00005503392,0.1831155,0.00004334217,0.0003007636,0.001309783,0.00001971349,0.0003905614,0.0662564],"genre_scores_gemma":[0.8309008,0.00001003177,0.01097331,0.00005052412,0.0001338429,0.000001196634,0.00000485585,0.00002272898,0.1579026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.32287,"threshold_uncertainty_score":0.7913085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03646739665360924,"score_gpt":0.3030631727414795,"score_spread":0.2665957760878703,"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."}}