{"id":"W4366202021","doi":"10.1111/gwao.13003","title":"Women's leadership gamut in Saudi Arabia's higher education sector","year":2023,"lang":"en","type":"article","venue":"Gender Work and Organization","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Higher education; Political science; Educational leadership; Gender studies; Qualitative research; Perspective (graphical); Leadership style; Gender disparity; Sociology; Public relations; Pedagogy; Social science","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":[0.001866637,0.0001833075,0.0001392486,0.0007716825,0.005994991,0.003960652,0.0003119873,0.0004912892,0.003178334],"category_scores_gemma":[0.001932562,0.0001304184,0.00008821169,0.0007355921,0.002185903,0.0009088278,0.002198064,0.0006330581,0.0002638341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00463426,"about_ca_system_score_gemma":0.004167198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03061659,"about_ca_topic_score_gemma":0.06224337,"domain_scores_codex":[0.9984643,0.0006779883,0.00003777103,0.00006019738,0.00018144,0.000578393],"domain_scores_gemma":[0.9980407,0.0006056754,0.0003964595,0.00004073007,0.0003422773,0.0005741226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002195706,0.0001345841,0.172912,0.0001987052,0.00002104155,0.001292763,0.7460434,0.0001779352,0.002350668,0.01789032,0.004699162,0.05405979],"study_design_scores_gemma":[0.000006959679,0.00006493203,0.06431378,0.0001420138,0.000005057078,0.0001521383,0.9091755,0.0001239319,0.0002893663,0.0004781977,0.02523649,0.00001159133],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875761,0.0005632372,0.00007221835,0.002396415,0.00002869102,0.000008683191,0.00001567949,0.000002245406,0.009336575],"genre_scores_gemma":[0.9987154,0.0001508435,0.00002358145,0.0001637205,0.000005550246,0.000002515014,0.00000395174,8.461988e-7,0.0009336438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03061659,"threshold_uncertainty_score":0.06087673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1643145189474453,"score_gpt":0.2794700273317883,"score_spread":0.115155508384343,"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."}}