{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004159746,0.00006383684,0.00007434232,0.0001130784,0.0002918359,0.0000693989,0.00008205395,0.00009838359,0.001153863],"category_scores_gemma":[0.00008625296,0.0000722288,0.000009463454,0.001802104,0.00005091047,0.00018326,0.00003114683,0.00007249219,0.0001566701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001434212,"about_ca_system_score_gemma":0.0001496606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001076277,"about_ca_topic_score_gemma":0.00006869881,"domain_scores_codex":[0.9991426,0.0001432505,0.00009681393,0.0001813711,0.0001763492,0.0002595431],"domain_scores_gemma":[0.9997017,0.00003137204,0.00003561642,0.00007719045,0.00007177488,0.00008238046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006401996,0.00005162538,0.87152,0.00003758684,0.000008060435,0.000001066482,0.09877168,0.000018846,0.00004300679,0.01619582,0.01103515,0.002310776],"study_design_scores_gemma":[0.000137803,0.000005419414,0.9404517,0.000007563765,0.000004277817,8.375988e-8,0.0409977,9.775234e-7,0.00002932985,0.003902938,0.01435141,0.0001108373],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888194,0.00009159333,0.00005860044,0.005040409,0.0006451543,0.0001252423,0.000001333202,0.00014137,0.005076938],"genre_scores_gemma":[0.9908329,0.0000987176,0.00002347309,0.0006553153,0.0002117706,0.000003692943,0.00003287418,0.000008469926,0.008132803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06893168,"threshold_uncertainty_score":0.9997592,"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."}}