{"id":"W4413199543","doi":"10.3102/ip.25.2192578","title":"Challenges Faced by Women in Higher Education Leadership Across Regions: A Systematic Review","year":2025,"lang":"en","type":"article","venue":"","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Engineering ethics; Political science; Engineering","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":[0.01354207,0.0007353829,0.003952404,0.007868152,0.0012344,0.003721731,0.001400218,0.002194731,0.002739313],"category_scores_gemma":[0.05863268,0.0009126494,0.00485789,0.01148479,0.001263862,0.003607514,0.003930532,0.001435471,0.0001331575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004867782,"about_ca_system_score_gemma":0.02081608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03092764,"about_ca_topic_score_gemma":0.1410559,"domain_scores_codex":[0.9872407,0.004674738,0.00443974,0.001023399,0.001798226,0.0008230343],"domain_scores_gemma":[0.9550521,0.03051921,0.01012703,0.0004399652,0.002649381,0.001212199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004972508,0.00007156067,0.05393502,0.8098964,0.02085084,0.0005954686,0.01183614,0.0001492742,0.0001982127,0.0007234515,0.00559011,0.09565631],"study_design_scores_gemma":[0.0002081413,0.0002035203,0.0564199,0.858873,0.03315876,0.0007230058,0.02589663,0.00005457828,0.0001107739,0.0003533151,0.0239029,0.00009554701],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01563733,0.9815024,0.0001041284,0.001487694,0.000138827,0.0001418107,0.0005909739,0.000003252101,0.0003935877],"genre_scores_gemma":[0.1914922,0.8028718,0.0008776179,0.003595705,0.0001047983,0.0004608032,0.0004044537,0.000007984974,0.0001845632],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03092764,"threshold_uncertainty_score":0.0716182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4281206226750716,"score_gpt":0.3996114566519135,"score_spread":0.02850916602315806,"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."}}