{"id":"W2004193098","doi":"10.7202/1015809ar","title":"Which foot first: diversity management and affirmative action in Brazilian business","year":2013,"lang":"en","type":"article","venue":"Management international","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Affirmative action; Diversity management; Diversity (politics); Government (linguistics); Inequality; Action (physics); Economic Justice; Political science; Racial diversity; Public administration; Public relations; Business; Sociology; Law; Ethnic group","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003190951,0.00007262179,0.00006521075,0.000177053,0.0004455914,0.0001263763,0.000289788,0.00003546991,0.0008998554],"category_scores_gemma":[0.00001606525,0.00008240784,0.00001854079,0.0002901104,0.00005801347,0.0006551445,0.0006896241,0.00005896282,0.0001655948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002002682,"about_ca_system_score_gemma":0.000004486687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005469258,"about_ca_topic_score_gemma":0.008848689,"domain_scores_codex":[0.9990624,0.00005070838,0.0001090228,0.0002037593,0.0004082326,0.0001658532],"domain_scores_gemma":[0.9996867,0.0000206581,0.00005167694,0.00007883552,0.0001152227,0.00004687074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004425165,0.0003777468,0.6908255,0.0001672494,0.0003013734,0.00001806036,0.02256026,0.0002077018,0.000001609618,0.2249957,0.02596118,0.03453933],"study_design_scores_gemma":[0.0004067649,0.000005166863,0.9375606,0.00002159901,0.00001176062,1.229822e-7,0.01845449,0.0001642957,0.000002091579,0.00524231,0.03803123,0.00009963281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4632819,0.00001098213,0.001375641,0.01720303,0.0007630214,0.0005850777,0.000006911616,0.00005923966,0.5167142],"genre_scores_gemma":[0.9938601,0.0003155308,0.0004645373,0.0002206193,0.00004539205,0.00001691059,0.00001461642,0.000002361158,0.005059951],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5305782,"threshold_uncertainty_score":0.9852785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06729389615294047,"score_gpt":0.2852827696939233,"score_spread":0.2179888735409828,"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."}}