{"id":"W4383621594","doi":"10.5430/bmr.v12n2p21","title":"Diversity, Bias & Integrity: Leadership Implications","year":2023,"lang":"en","type":"article","venue":"Business and Management Research","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Credibility; Diversity (politics); Action (physics); Public relations; Social psychology; Psychology; Political science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009919915,0.0003335982,0.0003046598,0.001519642,0.008548873,0.006655974,0.001241213,0.00291779,0.007358309],"category_scores_gemma":[0.02027736,0.0001988933,0.0002397509,0.001820537,0.02336585,0.006117601,0.006958304,0.005197789,0.0004452021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003396721,"about_ca_system_score_gemma":0.008561738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004596032,"about_ca_topic_score_gemma":0.005064047,"domain_scores_codex":[0.9885592,0.007690349,0.0003660069,0.0004429326,0.002082299,0.0008591608],"domain_scores_gemma":[0.9609657,0.02743988,0.002976041,0.000836739,0.004148531,0.003633054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006624536,0.0002377162,0.02398351,0.0004734677,0.00001911706,0.001161758,0.05758007,0.0006787654,0.0007536808,0.752647,0.02168499,0.1407138],"study_design_scores_gemma":[0.00003207767,0.0001774862,0.02645453,0.001905971,0.00002166666,0.001777463,0.2156078,0.001229484,0.0011879,0.6189288,0.1325946,0.00008200912],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1167016,0.01912698,0.02082272,0.6878468,0.001929582,0.0001241198,0.00005732903,0.00005150275,0.1533394],"genre_scores_gemma":[0.9766496,0.004178357,0.002964121,0.01216002,0.0007205989,0.00006506521,0.00001214648,0.00001323876,0.003236761],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009919915,"threshold_uncertainty_score":0.05246216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8528781861115945,"score_gpt":0.4775858752176185,"score_spread":0.375292310893976,"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."}}