{"id":"W4411188807","doi":"10.1007/978-981-96-4671-5_3","title":"First Nations Leadership Philosophies: A Systematic Review of Recent Academic Literature","year":2025,"lang":"en","type":"review","venue":"Approaches to global sustainability, markets, and governance","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Systematic review; Engineering ethics; Political science; Sociology; Engineering; MEDLINE; Law","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":[0.0131571,0.00124579,0.004816756,0.01799381,0.0008708001,0.004724581,0.001929122,0.002001428,0.004768852],"category_scores_gemma":[0.0382428,0.000724889,0.003781218,0.02023525,0.001980046,0.004098168,0.00297553,0.002163526,0.0002891319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005253454,"about_ca_system_score_gemma":0.02409645,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009543164,"about_ca_topic_score_gemma":0.04298169,"domain_scores_codex":[0.9930466,0.002803691,0.001998019,0.0005008181,0.001402939,0.0002479629],"domain_scores_gemma":[0.964526,0.02836479,0.00455686,0.0002953332,0.0018368,0.0004202052],"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":[0.000129676,0.00003651783,0.001130848,0.8472534,0.00249083,0.0001119227,0.001079374,0.0001589224,0.0001141649,0.002629431,0.005742277,0.1391228],"study_design_scores_gemma":[0.00006713504,0.00005034877,0.002732239,0.9446728,0.006547377,0.0002103132,0.001366504,0.00004333722,0.0000596457,0.001126724,0.04309303,0.00003055558],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003316995,0.9987648,0.00006659484,0.0004365523,0.00007020769,0.00004072748,0.00009484834,0.000002463289,0.0001921939],"genre_scores_gemma":[0.003865366,0.9950678,0.00035112,0.0004848682,0.00004175855,0.00008760496,0.00006377409,0.000002068793,0.00003550531],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9904568,"threshold_uncertainty_score":0.06958222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09960676280450613,"score_gpt":0.3500766349489956,"score_spread":0.2504698721444895,"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."}}