{"id":"W7027597523","doi":"","title":"Cultural Leadership: A Team Effort","year":2025,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"School system; Cultural diversity; Cultural competence; Work (physics); Community education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03640764,0.001031872,0.0008169953,0.002901735,0.02321478,0.01707686,0.002796829,0.003536384,0.01042742],"category_scores_gemma":[0.03949631,0.0007305591,0.001069999,0.001493439,0.01126093,0.007986343,0.0184464,0.009608541,0.004676712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005969461,"about_ca_system_score_gemma":0.03498828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004275114,"about_ca_topic_score_gemma":0.005974276,"domain_scores_codex":[0.957259,0.02642187,0.001317223,0.004747951,0.006059615,0.004194432],"domain_scores_gemma":[0.9377196,0.007887091,0.002252873,0.00608392,0.014509,0.03154742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001676134,0.001714692,0.01383471,0.0004740161,0.0004555983,0.001844263,0.1342992,0.001787596,0.003362243,0.154155,0.2686635,0.4192414],"study_design_scores_gemma":[0.0001518746,0.0006974952,0.006763093,0.001250946,0.0001493235,0.001108502,0.216353,0.00366442,0.001485761,0.1263833,0.641834,0.0001582746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1407761,0.00494845,0.2775557,0.2824314,0.02062304,0.003901569,0.0001155815,0.001982175,0.267666],"genre_scores_gemma":[0.7522792,0.001887283,0.1080645,0.02452423,0.002690516,0.001995962,0.000203539,0.0008015762,0.1075533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03640764,"threshold_uncertainty_score":0.1925443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0548157242527597,"score_gpt":0.3253704189333345,"score_spread":0.2705546946805748,"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."}}