{"id":"W4410559942","doi":"10.7202/1117945ar","title":"Kezar, A. J. (dir.) (2023). Rethinking leadership in a complex, multicultural, and global environment: New concepts and models for higher education. Taylor & Francis","year":2025,"lang":"en","type":"article","venue":"Minorités linguistiques et société","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Multiculturalism; Sociology; Multicultural education; Environmental ethics; Political science; Pedagogy; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003345461,0.001527618,0.001098573,0.002388654,0.002125647,0.004878236,0.00103229,0.006508804,0.03778699],"category_scores_gemma":[0.005648606,0.0009771287,0.000720981,0.002825845,0.001938496,0.00719713,0.002233505,0.007195076,0.03695891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003812159,"about_ca_system_score_gemma":0.004885058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0445368,"about_ca_topic_score_gemma":0.07516571,"domain_scores_codex":[0.997708,0.000640992,0.0002811276,0.0002998719,0.0008077507,0.0002622788],"domain_scores_gemma":[0.9969807,0.0009340901,0.0003629628,0.00008590608,0.001181625,0.0004546829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003234958,0.000005724183,0.0002144034,0.000390858,0.000006181514,0.00005195758,0.0003841677,0.00003833553,0.0001464898,0.003638424,0.8787712,0.11632],"study_design_scores_gemma":[0.000006301209,0.0000158964,0.000958555,0.0007670122,0.000008519253,0.0001173543,0.0004874892,0.00002933104,0.0001437878,0.001496874,0.995953,0.00001586965],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0003334213,0.7506592,0.001421859,0.1683991,0.06157894,0.00003871147,0.0007953921,0.0001134019,0.01665994],"genre_scores_gemma":[0.01152082,0.7686976,0.002918678,0.03013897,0.02682987,0.0001624678,0.0007399168,0.0002544291,0.1587372],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0445368,"threshold_uncertainty_score":0.1264101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1332322207015413,"score_gpt":0.4116514992095142,"score_spread":0.2784192785079729,"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."}}