{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007011109,0.0001145733,0.0002643732,0.001194181,0.002263193,0.001476903,0.0007692977,0.0008238514,0.002757309],"category_scores_gemma":[0.02138069,0.0002208488,0.0001565722,0.001353955,0.0007987787,0.002082968,0.00241249,0.001042025,0.0009637888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001193637,"about_ca_system_score_gemma":0.003644433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01411198,"about_ca_topic_score_gemma":0.02441798,"domain_scores_codex":[0.9976284,0.000854229,0.0001207973,0.0002145608,0.0004613426,0.000720665],"domain_scores_gemma":[0.9887549,0.001989337,0.005066711,0.0003520646,0.001470407,0.002366648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001577944,0.000252059,0.9049047,0.0001040474,0.00001211926,0.0002350815,0.01256226,0.0001551638,0.0003298102,0.00181627,0.005482213,0.07398845],"study_design_scores_gemma":[0.0000195788,0.0002330529,0.9559002,0.0003145162,0.000008508029,0.000263935,0.02280027,0.0002444014,0.0002314071,0.0009525393,0.01901654,0.00001508832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816236,0.002135325,0.0005063696,0.008755036,0.0001347147,0.00003491512,0.0003709333,0.000009200307,0.006429981],"genre_scores_gemma":[0.9894726,0.001881611,0.000281467,0.0019378,0.0001989884,0.000103415,0.000471084,0.00001201596,0.005641003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01411198,"threshold_uncertainty_score":0.03707874,"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."}}