{"id":"W4410367080","doi":"10.5771/9781498572910","title":"Ethnicity, Gender, and Diversity","year":2020,"lang":"en","type":"book","venue":"Lexington Books","topic":"Gender, Labor, and Family Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Ethnic group; Gender diversity; Sociology; Anthropology; Economics; Management","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":[0.0003472947,0.0002960474,0.0003970878,0.00008423612,0.00123915,0.0001211775,0.0005087762,0.0006416409,0.0001021933],"category_scores_gemma":[0.00006253472,0.0003377971,0.000147243,0.00006414233,0.0005575905,0.00009972817,0.0008808601,0.0006882381,0.00008337219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002952739,"about_ca_system_score_gemma":0.0006692705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001204557,"about_ca_topic_score_gemma":0.001071358,"domain_scores_codex":[0.998023,0.0001210514,0.0002156077,0.0005449172,0.0006611042,0.0004343695],"domain_scores_gemma":[0.9990451,0.0001072386,0.0001697067,0.0002428064,0.00009740993,0.0003377136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000027593,0.00003569237,0.00853299,0.0002863003,0.0002347074,0.0001232088,0.1306661,0.000004139725,0.0000159004,0.6979108,0.159012,0.003150622],"study_design_scores_gemma":[0.0003113926,0.0000508986,0.003918454,0.00005225492,0.0001391302,0.000001366807,0.00366092,0.00003603867,0.000001364656,0.1120822,0.8790981,0.0006478607],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001101253,0.0008632139,0.0002716374,0.000276711,0.0007027311,0.000312654,0.00006296574,0.0002371699,0.9961717],"genre_scores_gemma":[0.01518007,0.0014932,0.0002965559,0.002613002,0.001100938,0.00000349978,0.00004932619,0.00005280522,0.9792106],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7200862,"threshold_uncertainty_score":0.9999074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06348040501066263,"score_gpt":0.2827214506313188,"score_spread":0.2192410456206561,"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."}}