{"id":"W4390812563","doi":"10.54254/2753-7048/36/20240478","title":"Examining the Intersectionality of Gender and Race in Leadership Experiences Within U.S. Higher Education: Towards Equitable Representation and Social Justice","year":2024,"lang":"en","type":"article","venue":"Lecture Notes in Education Psychology and Public Media","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Intersectionality; Champion; Critical race theory; Diversity (politics); Gender studies; Equity (law); Race (biology); Sociology; Social justice; Representation (politics); Educational leadership; Political science; Public relations; Criminology; Pedagogy; Politics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006863222,0.0001924468,0.0002996803,0.001539047,0.007750147,0.005848122,0.0004951573,0.0007075244,0.003592868],"category_scores_gemma":[0.01062863,0.0001652557,0.0002286152,0.001254303,0.006165654,0.005078702,0.006709868,0.001777064,0.0002044151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001942848,"about_ca_system_score_gemma":0.005222897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009252684,"about_ca_topic_score_gemma":0.0338122,"domain_scores_codex":[0.9950507,0.003187752,0.0001077866,0.0002237178,0.0006723799,0.0007575914],"domain_scores_gemma":[0.9932399,0.003760401,0.001050775,0.0002351495,0.0006850214,0.00102875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007371353,0.00009143525,0.08047894,0.000109334,0.00001592398,0.0002869136,0.8421982,0.00003694628,0.0007683959,0.01461213,0.002722537,0.05860556],"study_design_scores_gemma":[0.000003061553,0.00006748797,0.03834311,0.0002200295,0.00000697081,0.0001137197,0.9464165,0.00006935483,0.000224573,0.002551419,0.01197118,0.00001267764],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720199,0.0008544491,0.0007653763,0.007593343,0.0001636792,0.00001238661,0.00002559884,0.000005165822,0.01856003],"genre_scores_gemma":[0.9980984,0.0003217905,0.0001242609,0.0006692887,0.00003575863,0.000008134933,0.00001037889,0.000004138221,0.0007276387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009252684,"threshold_uncertainty_score":0.03629661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3144844364534959,"score_gpt":0.4265073913256122,"score_spread":0.1120229548721163,"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."}}