{"id":"W1605840303","doi":"","title":"Teacher Diversity in Canada: Leaky Pipelines, Bottlenecks, and Glass Ceilings.","year":2009,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":169,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metaphor; Diversity (politics); Population; Sociology; Economic shortage; Humanities; Political science; Ethnology; Art; Philosophy; Demography; Law; Linguistics","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":[0.0006871345,0.0002259223,0.0002848984,0.0002594055,0.0006892315,0.0001257551,0.0007402195,0.0001551306,0.0000368263],"category_scores_gemma":[0.0002602141,0.0002684437,0.00005451044,0.0005214793,0.0001915456,0.0009189487,0.0003110457,0.0005685203,0.00002117461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001338751,"about_ca_system_score_gemma":0.0009761879,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.17607,"about_ca_topic_score_gemma":0.9843093,"domain_scores_codex":[0.9977931,0.0004205166,0.0001924164,0.0004638467,0.0005655272,0.0005646164],"domain_scores_gemma":[0.9990243,0.0001004115,0.0001167519,0.0002965753,0.0001461829,0.0003158195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002410274,0.00006879878,0.9760606,0.000007709403,0.00001428518,0.00004722745,0.02246686,0.000002340954,0.00000913322,0.0001622976,0.00002988454,0.001106743],"study_design_scores_gemma":[0.0005411671,0.00002346959,0.9297286,0.00004331856,0.00002728888,0.000001823371,0.05598549,1.148693e-7,0.00001666098,0.0001212291,0.01322395,0.000286912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737325,0.0002289014,0.00001449154,0.02430483,0.0002629024,0.0001941144,0.000008264084,0.00008383301,0.001170184],"genre_scores_gemma":[0.9892294,0.0001587265,0.00001861936,0.001151933,0.000157223,3.505125e-7,0.000005865313,0.000010377,0.009267512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8082393,"threshold_uncertainty_score":0.9999768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1943930682897048,"score_gpt":0.3612491158798346,"score_spread":0.1668560475901298,"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."}}