{"id":"W4382724069","doi":"10.4236/oalib.1109980","title":"Leadership and Its Impact on Equity, Diversity and Inclusion: A Literature Review and Analysis","year":2023,"lang":"en","type":"review","venue":"OALib","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Equity (law); Inclusion (mineral); Diversity (politics); Political science; Psychology; Sociology; Social science; Anthropology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.002340006,0.0002996223,0.001436324,0.0002597845,0.002688774,0.0001516068,0.0003676538,0.0003299799,0.0001392557],"category_scores_gemma":[0.0002543948,0.0002327609,0.0002487336,0.0009845393,0.0001540481,0.0001667722,0.00899903,0.0003340849,0.000031286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002601192,"about_ca_system_score_gemma":0.0001505778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007943905,"about_ca_topic_score_gemma":0.00008430691,"domain_scores_codex":[0.9980915,0.0004818247,0.0002814745,0.0004991469,0.0003202748,0.0003257562],"domain_scores_gemma":[0.9988393,0.0004785294,0.0002412041,0.0001716408,0.00003756297,0.0002317565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004231802,0.00002411986,0.0009667731,0.06923035,0.002534959,0.00006353932,0.04316599,4.927161e-8,6.900554e-9,0.00185526,0.008066204,0.8740885],"study_design_scores_gemma":[0.0001114572,0.00002852177,0.0003962657,0.0341239,0.006006918,0.000005709352,0.0003261608,0.000001037807,7.697817e-9,0.0009521311,0.9575323,0.0005155215],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007634308,0.9956558,2.053458e-7,0.001107401,0.00009222927,0.0006108034,0.0000808438,0.00005601883,0.002320372],"genre_scores_gemma":[0.00007294062,0.9955468,0.00001336478,0.0006663714,0.0001028414,0.0000171179,0.00006717145,0.00001697969,0.003496371],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9494662,"threshold_uncertainty_score":0.999016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2226885943476195,"score_gpt":0.4543933008192552,"score_spread":0.2317047064716357,"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."}}