{"id":"W340268620","doi":"10.29173/css227","title":"Race, social studies content, and pedagogy: Wrestling through discomfort together","year":2010,"lang":"en","type":"article","venue":"Canadian Social Studies","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Race (biology); Social studies; Content (measure theory); Pedagogy; Content analysis; Sociology; Racial bias; Teaching method; Psychology; Mathematics education; Social science; Gender studies","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02433532,0.0007503633,0.001487773,0.006587225,0.03036641,0.02323124,0.00347916,0.003821547,0.009548321],"category_scores_gemma":[0.04679155,0.0008876209,0.000567217,0.005009227,0.07106133,0.0154812,0.02205252,0.008532479,0.0004544108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02524831,"about_ca_system_score_gemma":0.0450623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2456918,"about_ca_topic_score_gemma":0.3518986,"domain_scores_codex":[0.9653345,0.02024869,0.0008388466,0.0022649,0.00773011,0.003583083],"domain_scores_gemma":[0.9662682,0.01871618,0.002568989,0.001848996,0.005367378,0.005230198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006145921,0.0000627005,0.01099665,0.0001681655,0.00003710817,0.000250411,0.8032422,0.00005328787,0.000669241,0.1416454,0.006156425,0.03665682],"study_design_scores_gemma":[0.00002128987,0.00003771933,0.01601057,0.0005991331,0.00005660862,0.0001695309,0.8426846,0.0001588988,0.0002595601,0.07313626,0.06679515,0.0000706516],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3940353,0.0127406,0.02437712,0.2030109,0.002742267,0.0002616316,0.0002242115,0.0003953813,0.3622126],"genre_scores_gemma":[0.9835213,0.001287662,0.001844279,0.00590221,0.0003283523,0.00009767854,0.00003531776,0.0002586123,0.006724574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2456918,"threshold_uncertainty_score":0.4885234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3626514990731516,"score_gpt":0.4812073001469014,"score_spread":0.1185558010737498,"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."}}