{"id":"W2939773110","doi":"10.14507/epaa.27.3714","title":"Recruitment, employment, retention and the minority teacher shortage","year":2019,"lang":"en","type":"article","venue":"Education Policy Analysis Archives","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":143,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staffing; Disadvantaged; Statistics education; Poverty; Quarter (Canadian coin); Alternative teacher certification; Sass; Survey data collection; Demographic economics; Psychology; Minority group; Political science; Ethnic group; Teacher education; Pedagogy; Mathematics education; Geography; Economics","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":[0.0007446057,0.000102,0.0001934788,0.0003631118,0.0004183969,0.0001188698,0.0001824613,0.00003526541,0.0004850366],"category_scores_gemma":[0.0002691821,0.00007579136,0.0001752304,0.000797965,0.0005395186,0.000139194,0.00003122638,0.0001336006,0.000047114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005719407,"about_ca_system_score_gemma":0.0003353205,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00934419,"about_ca_topic_score_gemma":0.002537131,"domain_scores_codex":[0.9982501,0.0008743008,0.0002022188,0.0002532662,0.000203409,0.0002166901],"domain_scores_gemma":[0.9991947,0.0002697473,0.0001361799,0.0002720273,0.00003096631,0.00009631984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000190162,0.0001661475,0.4384741,0.000008328161,0.0005088947,1.804268e-8,0.349757,0.000002833775,0.00001723248,0.1887766,0.002082789,0.02018708],"study_design_scores_gemma":[0.0002628538,0.000009028537,0.6453354,0.000006917295,0.000454314,1.629609e-7,0.1941349,0.0000455034,0.000005434958,0.006534008,0.1530703,0.0001412016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5733947,0.001155105,0.0001053446,0.2375819,0.0003512389,0.000914891,0.00000417776,0.00007002397,0.1864227],"genre_scores_gemma":[0.9186222,0.0004052164,0.0001195966,0.0008836663,0.000538046,0.0001279144,0.00001982794,0.000004682792,0.07927885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3452276,"threshold_uncertainty_score":0.9972526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1330484548889478,"score_gpt":0.4275242755823285,"score_spread":0.2944758206933807,"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."}}