{"id":"W4414736688","doi":"10.1111/capa.70032","title":"Reshaping Public Perception: Indigenous Ways of Being in Governance Roles","year":2025,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Global and Cross-Cultural Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"Royal Roads University","keywords":"Indigenous; Corporate governance; Revenue; Compensation (psychology); Per capita; Survey data collection","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003839518,0.00007568088,0.00009842113,0.0001386115,0.0005064736,0.000320418,0.0002637292,0.000110149,0.0001638911],"category_scores_gemma":[0.0002480095,0.0000826397,0.00003443775,0.0007582465,0.0001828121,0.000586859,0.00001741514,0.0001079902,0.0000105009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000836679,"about_ca_system_score_gemma":0.002201493,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03905821,"about_ca_topic_score_gemma":0.9290922,"domain_scores_codex":[0.9989151,0.00005628123,0.0002273269,0.0001836603,0.0002199924,0.0003976017],"domain_scores_gemma":[0.9994771,0.00001528593,0.00007982821,0.0001159893,0.0001482364,0.0001634825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001981214,0.00001620866,0.02223903,0.00001592196,0.000007139412,0.000009133219,0.002044132,6.888425e-7,0.00003196779,0.9548683,0.003712042,0.01705348],"study_design_scores_gemma":[0.0001646889,0.00003558217,0.06415839,0.00004795796,0.000005540448,8.201162e-7,0.0138317,0.0000315091,0.00002057702,0.009080349,0.9124706,0.0001522268],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.539698,0.00009367723,0.00006098967,0.3165146,0.0001780743,0.0003208042,0.00001630433,0.00003373971,0.1430839],"genre_scores_gemma":[0.9949869,0.00002907052,0.00005663302,0.003604075,0.00007765702,0.00001980266,0.00002832475,0.000002789045,0.001194732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9457879,"threshold_uncertainty_score":0.9673408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03296663383638655,"score_gpt":0.289469599348921,"score_spread":0.2565029655125345,"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."}}