{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003455675,0.00005413633,0.00007337455,0.0003456332,0.004050754,0.0001514929,0.0003714215,0.00005624086,0.0001537725],"category_scores_gemma":[0.0001943818,0.00005450322,0.00002345966,0.002094931,0.0003710281,0.0002046908,0.00233556,0.0001632366,0.0003864782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005720581,"about_ca_system_score_gemma":0.00003933843,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01031297,"about_ca_topic_score_gemma":0.005037026,"domain_scores_codex":[0.9983788,0.0002672494,0.00007225137,0.0002402474,0.0005904591,0.0004509789],"domain_scores_gemma":[0.9992687,0.0001265526,0.00001671501,0.0001954741,0.0002868928,0.0001056285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001545597,0.00009239128,0.1568854,0.0003127092,0.00004928026,0.00001255739,0.01800455,0.000003202724,0.000007680983,0.6472261,0.1479838,0.02940685],"study_design_scores_gemma":[0.0001188779,0.00000390407,0.5839849,0.00001502785,0.000007829686,8.800016e-8,0.0265208,0.00000245682,6.715283e-7,0.01381236,0.3754629,0.00007019906],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5351055,0.0001470461,0.0009633698,0.168347,0.000300018,0.001045625,0.00001751147,0.0004070976,0.2936668],"genre_scores_gemma":[0.9579597,0.003252872,0.00007925343,0.0001754061,0.00007759836,0.00001686889,0.00002026888,0.000003868025,0.03841414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6334137,"threshold_uncertainty_score":0.9972458,"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."}}