{"id":"W3214889887","doi":"10.1177/17427150211051499","title":"Book Review: Opening Doors to Diversity in Leadership","year":2021,"lang":"en","type":"article","venue":"Leadership","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Disadvantaged; Diversity (politics); Racism; Indigenous; Face (sociological concept); Sociology; Transformational leadership; Context (archaeology); Perspective (graphical); Cultural diversity; Public relations; Gender studies; Political science; Social science; Law; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001520063,0.0001168168,0.000242329,0.0000755324,0.0006258759,0.00006034628,0.0004729368,0.0001219273,0.003486332],"category_scores_gemma":[0.0008178394,0.0001421111,0.0001048322,0.0007368535,0.0001368406,0.000416387,0.0003225868,0.0002919691,0.0006213277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002112133,"about_ca_system_score_gemma":0.000185367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001736979,"about_ca_topic_score_gemma":0.004198975,"domain_scores_codex":[0.9975766,0.0007245296,0.0001844084,0.0003818503,0.0005142445,0.000618376],"domain_scores_gemma":[0.9992263,0.000131754,0.00004912999,0.0002466639,0.00009719593,0.0002489563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002904172,0.0001058654,0.05007979,0.0007532022,0.00002535941,0.0001776764,0.1258256,0.00001529454,0.00003982197,0.00358658,0.8171414,0.002220464],"study_design_scores_gemma":[0.0003347617,0.0000222179,0.01450781,0.0007908503,0.00002958667,0.000001306753,0.1737024,0.000001357218,0.0002167287,0.0001912816,0.8098648,0.0003369511],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01093178,0.1934896,0.000293642,0.6635871,0.001009602,0.001048192,0.00001583014,0.0002487284,0.1293756],"genre_scores_gemma":[0.5313991,0.005284418,0.000336615,0.3983524,0.0002851816,0.00000936679,0.00001739324,0.00001464799,0.06430091],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5204673,"threshold_uncertainty_score":0.9974246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5236105144447443,"score_gpt":0.3572126766445837,"score_spread":0.1663978378001606,"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."}}