{"id":"W7067440193","doi":"","title":"Learning to Teach for Equity, Diversity, and Social Justice: A Mixed Methods Case Study of Initial Teacher Education in Ontario, Canada","year":2023,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Coaching Methods and Impact","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Practicum; Teacher education; Operationalization; Preparedness; Equity (law); Educational equity; Social justice; Data collection; Cultural humility; Multimethodology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002191019,0.0002406783,0.0004184885,0.0007675441,0.0008154681,0.00007319645,0.0004041647,0.0001670497,0.00003564201],"category_scores_gemma":[0.000178817,0.0002930374,0.00006930332,0.0005455331,0.00004209679,0.000352619,0.001951744,0.0007663952,0.00000383714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006846613,"about_ca_system_score_gemma":0.0007044908,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5041599,"about_ca_topic_score_gemma":0.9851597,"domain_scores_codex":[0.9966322,0.001790723,0.0002857537,0.0005489108,0.0002641085,0.0004783359],"domain_scores_gemma":[0.9987369,0.0005146414,0.0001815689,0.0002549179,0.0001154493,0.0001965619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002768025,0.0004255104,0.9196964,0.00005715347,0.00008638228,0.000648795,0.05253436,0.00002010943,0.0001208438,0.00002423655,0.00001819795,0.0260912],"study_design_scores_gemma":[0.00174529,0.0005629334,0.8898811,0.00003080738,0.0002593551,0.00008894863,0.1061899,7.682077e-7,0.00002178619,0.0000462047,0.0009050434,0.0002678782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971557,0.000006821555,0.0007612265,0.0001098249,0.0008531346,0.0007540716,0.00001437432,0.00005689062,0.0002879049],"genre_scores_gemma":[0.991935,4.937619e-7,0.0003091418,0.0001199817,0.00008306385,0.000005490263,0.00001450537,0.00003019245,0.0075022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4809998,"threshold_uncertainty_score":0.9999522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2675004711347436,"score_gpt":0.5045882683511858,"score_spread":0.2370877972164422,"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."}}