{"id":"W2521419788","doi":"10.1177/0092055x15620163","title":"Book Review: Start Talking: A Handbook for Engaging Difficult Dialogues in Higher Education and Stop Talking: Indigenous Ways of Teaching and Learning and Difficult Dialogues in Higher Education","year":2015,"lang":"en","type":"article","venue":"Teaching Sociology","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Mary's University","funders":"","keywords":"Indigenous; Sociology; Pedagogy; Indigenous education; Higher education; Mathematics education; Media studies; Psychology; Political science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.003951025,0.0002099002,0.0004305536,0.000202252,0.0009052496,0.00007067466,0.0001273085,0.0002215241,0.0000392837],"category_scores_gemma":[0.001418711,0.0002038898,0.00003373517,0.0001019926,0.0003274711,0.0004182917,0.00007775131,0.001224453,0.000001391072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003068957,"about_ca_system_score_gemma":0.0004519486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003421927,"about_ca_topic_score_gemma":0.0001641168,"domain_scores_codex":[0.996187,0.002332484,0.0004616515,0.000428761,0.0001822517,0.0004079068],"domain_scores_gemma":[0.9982708,0.001035158,0.0003327068,0.0001186818,0.0001088666,0.0001338],"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":[0.00004008027,0.0007454375,0.08255342,0.0005717895,0.00005441514,0.000001679603,0.8043402,0.00001376732,0.0006014311,0.02225122,0.0427287,0.0460978],"study_design_scores_gemma":[0.0006512892,0.0001577233,0.04304462,0.000633259,0.00005901319,0.000003221566,0.03773035,0.000007288471,0.000004349331,0.00224917,0.9151317,0.0003279412],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8127724,0.1608198,0.00004985189,0.02165072,0.00104605,0.001093497,0.000004316827,0.00008056027,0.002482818],"genre_scores_gemma":[0.9790446,0.005439725,0.001190518,0.007011658,0.0006408847,0.0002528227,0.0001075246,0.00002887031,0.006283408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8724031,"threshold_uncertainty_score":0.8314384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1004508620463825,"score_gpt":0.3570505039380309,"score_spread":0.2565996418916484,"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."}}