{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001639193,0.0001885452,0.0004089692,0.002490416,0.01160092,0.003241659,0.001236301,0.0008066064,0.004589886],"category_scores_gemma":[0.007093798,0.0002932876,0.0003384671,0.005346305,0.005484279,0.002324363,0.004768193,0.001438758,0.0001767817],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04277098,"about_ca_system_score_gemma":0.08287676,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9893799,"about_ca_topic_score_gemma":0.9951732,"domain_scores_codex":[0.996857,0.0003026236,0.00006699745,0.0003059807,0.0007961264,0.001671216],"domain_scores_gemma":[0.9964927,0.0005166477,0.0007728279,0.0001401856,0.0008581913,0.001219482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002143649,0.00007459401,0.6133363,0.0002907967,0.00006862891,0.001795324,0.1341342,0.002271928,0.0007532744,0.09291486,0.02879756,0.1253481],"study_design_scores_gemma":[0.00001783938,0.00004622578,0.7781584,0.0002824524,0.00003983984,0.0004416924,0.1357387,0.001686536,0.0002869309,0.00990888,0.07332068,0.00007174133],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9253547,0.003105365,0.002367854,0.0233585,0.0001097861,0.00005479643,0.001605921,0.00009145354,0.04395171],"genre_scores_gemma":[0.9965218,0.0004982585,0.0003158695,0.0004544045,0.00001062046,0.000009781856,0.0001189391,0.00001171835,0.002058692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.957229,"threshold_uncertainty_score":0.3103266,"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."}}