{"id":"W3114721832","doi":"10.7202/1073246ar","title":"Diversity and Teaching: Teacher Education Yearbook (Yearbook of the Association of Teacher Education) (Mary John O'Hair and Sandra J. Odell (Eds.))","year":2020,"lang":"en","type":"article","venue":"Paideusis","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Yearbook; Diversity (politics); Association (psychology); Sociology; Art; Philosophy; Visual arts; Anthropology; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002813544,0.00008871962,0.0001353661,0.00001757982,0.0005331403,0.00001454299,0.0001402503,0.00005906741,0.0001491302],"category_scores_gemma":[0.0004016907,0.00004213723,0.00004487087,0.0001718539,0.00008624545,0.0001441775,0.0004761595,0.0001245635,0.000004932333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005058797,"about_ca_system_score_gemma":0.0000659657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007814297,"about_ca_topic_score_gemma":0.00006340593,"domain_scores_codex":[0.9992306,0.0001098001,0.0001804038,0.0001757523,0.0002122222,0.00009117266],"domain_scores_gemma":[0.9993678,0.0001415628,0.000220388,0.00005096871,0.0001758753,0.00004335269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009614629,0.000298623,0.9354959,0.00002701338,0.00003892061,1.834444e-8,0.003191664,7.386184e-7,0.00398333,0.003376625,0.02133492,0.03224269],"study_design_scores_gemma":[0.00006315261,0.00003386497,0.9525121,0.00002445134,0.00005117742,3.416005e-7,0.002875169,0.00001695799,0.0001740477,0.000560615,0.04359939,0.00008872166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725044,0.0004307572,0.000001053485,0.009051549,0.0001336335,0.0001830104,0.00001314826,0.00001530761,0.01766713],"genre_scores_gemma":[0.9937558,0.000071739,0.0001401697,0.0006142752,0.000225539,0.000009357544,0.0000117758,0.000001110778,0.005170226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03215397,"threshold_uncertainty_score":0.4100538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224129114631803,"score_gpt":0.2212647887668904,"score_spread":0.1990234976205723,"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."}}