{"id":"W7132963625","doi":"","title":"Hiring for Diversity: Changing the Face of Ontario&apos;s Teacher Workforce","year":2016,"lang":"","type":"dissertation","venue":"TSpace","topic":"School Choice and Performance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Workforce; Face (sociological concept); Criticism; Position (finance); Quarter (Canadian coin); Human resources","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001283979,0.0003519001,0.0004393136,0.0001551522,0.003068736,0.00009470798,0.0009973334,0.0004141828,0.001094295],"category_scores_gemma":[0.0001492588,0.0002546882,0.0003447855,0.0004711795,0.0001943165,0.0003635413,0.0002250503,0.0004547476,0.00007575737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005082123,"about_ca_system_score_gemma":0.0007928783,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05823989,"about_ca_topic_score_gemma":0.1773822,"domain_scores_codex":[0.9975992,0.00009727421,0.0003302693,0.0004511974,0.0007092642,0.0008128069],"domain_scores_gemma":[0.9982178,0.000355108,0.000643448,0.0004040975,0.0002508875,0.0001286552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002306147,0.00003307428,0.02118464,0.0001305819,0.0001235204,5.388797e-7,0.9586287,0.00002720434,0.0002558756,0.0004104475,0.0008185073,0.01815629],"study_design_scores_gemma":[0.001147085,0.0001998995,0.01284015,0.001845195,0.0005638979,7.071716e-7,0.7544842,0.0001385968,0.002722697,0.0003759039,0.2246888,0.0009928527],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443132,0.0007470841,0.0004139048,0.001360413,0.001712625,0.0009589198,0.000007381572,0.00003343133,0.05045306],"genre_scores_gemma":[0.557736,0.0002265458,0.00005097302,0.00007372067,0.0008125066,0.00003852977,0.00001997298,0.00002287119,0.4410188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3905658,"threshold_uncertainty_score":0.9999905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07596530605939954,"score_gpt":0.3903954136677214,"score_spread":0.3144301076083219,"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."}}