{"id":"W4223900632","doi":"10.1177/11771801211062617","title":"Institutional structures and individual stories: experiences from the front lines of Indigenous educational development in higher education","year":2022,"lang":"en","type":"article","venue":"AlterNative An International Journal of Indigenous Peoples","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Waterloo; University of Saskatchewan; University of Alberta; Western University; University of Windsor","funders":"","keywords":"Indigenization; Transformative learning; Indigenous; Curriculum; Pedagogy; Sociology; Commission; Political science; Higher education; Action (physics); Public relations; Law; Anthropology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00112722,0.0001813963,0.0002594146,0.0004465328,0.003426512,0.0001371734,0.00132903,0.00006981626,0.00112685],"category_scores_gemma":[0.00004812037,0.0001416126,0.00006679007,0.0002211314,0.0004317994,0.0007429291,0.00002680054,0.0003580697,0.000001939853],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009327758,"about_ca_system_score_gemma":0.04165632,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1062231,"about_ca_topic_score_gemma":0.3309563,"domain_scores_codex":[0.9965164,0.0005215394,0.0008302762,0.0002516986,0.001581614,0.0002984815],"domain_scores_gemma":[0.9972471,0.0005638151,0.0009986346,0.0001330092,0.0009186914,0.0001387587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0000923695,0.0006412251,0.06581485,0.000005471909,0.0001792759,0.000005480811,0.8894179,0.0001915015,0.000008600513,0.04118712,0.00003233009,0.002423803],"study_design_scores_gemma":[0.0005957133,0.000253762,0.5124537,0.00007265238,0.00003258439,0.00005384994,0.3505422,0.000001861962,0.0003038704,0.009143175,0.1262624,0.0002842874],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897928,0.002282544,0.00002032636,0.0005548894,0.005609572,0.0003741746,0.0001027418,0.000006458239,0.001256455],"genre_scores_gemma":[0.9933897,0.001987701,0.001205737,0.0002049801,0.002487862,0.00003449279,0.0001459678,0.00001309863,0.0005304985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5388758,"threshold_uncertainty_score":0.9997863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03751659757865961,"score_gpt":0.3373076974898783,"score_spread":0.2997910999112187,"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."}}