{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00353511,0.0001390793,0.0002219662,0.000839252,0.02961192,0.00646439,0.001692941,0.002006547,0.004658593],"category_scores_gemma":[0.006522033,0.0004190037,0.0002251253,0.001766445,0.01027101,0.002996577,0.005712602,0.002525866,0.0004180809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1002191,"about_ca_system_score_gemma":0.1298526,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9558087,"about_ca_topic_score_gemma":0.9877127,"domain_scores_codex":[0.9935008,0.0008527879,0.0001123565,0.0003822951,0.001587414,0.003564353],"domain_scores_gemma":[0.9896739,0.0007441658,0.0007203899,0.0002400474,0.001591307,0.00703025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001991897,0.00008013984,0.1530985,0.0002592424,0.00002529516,0.002499316,0.601047,0.000445938,0.004978344,0.04498585,0.08371466,0.1086666],"study_design_scores_gemma":[0.00001972243,0.00006705621,0.204704,0.0001913126,0.00001020902,0.0002497705,0.4741794,0.0002343911,0.0002995791,0.003918034,0.3160651,0.00006142414],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7555775,0.002001042,0.0006981051,0.1612018,0.0004443579,0.00006628296,0.0002608106,0.00003547069,0.07971467],"genre_scores_gemma":[0.9759777,0.0009312545,0.0003830622,0.005109949,0.00007651714,0.00002459205,0.00005942187,0.00002075936,0.01741678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1002191,"threshold_uncertainty_score":0.7271437,"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."}}