{"id":"W4377140068","doi":"10.1177/11771801231170277","title":"Indigenous innovation and organizational change towards equitable higher education systems: the Canadian experience","year":2023,"lang":"en","type":"article","venue":"AlterNative An International Journal of Indigenous Peoples","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Indigenous; Reciprocity (cultural anthropology); Excellence; Normative; Sociology; Higher education; Sustainability; Politics; Political science; Social science; Ecology; Law","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.00144456,0.0001219125,0.0001312721,0.0007249198,0.001435265,0.0006414878,0.0007398335,0.00007046175,0.0003456135],"category_scores_gemma":[0.0003019595,0.000100408,0.00002974832,0.0008947183,0.0001418212,0.001434908,0.00006049544,0.0002034667,0.0000367553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008191362,"about_ca_system_score_gemma":0.004099511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.297289,"about_ca_topic_score_gemma":0.1290548,"domain_scores_codex":[0.9978409,0.0002561171,0.0004323746,0.0001660091,0.0009647099,0.0003399242],"domain_scores_gemma":[0.9968467,0.0001593189,0.0005122518,0.0001197381,0.002184191,0.0001778038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002079135,0.0001801046,0.09223051,0.00001030958,0.0002319763,0.00002540599,0.7025695,0.0001339425,0.00006762218,0.1891346,0.001217894,0.01417735],"study_design_scores_gemma":[0.0003669405,0.000174415,0.5986031,0.0001029262,0.00004084471,0.00007110721,0.1468295,0.00002545225,0.00008987437,0.004906037,0.2484603,0.00032953],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864174,0.0004421455,0.00004434788,0.004163533,0.005633827,0.0003386741,0.00003115677,0.00002594224,0.002902981],"genre_scores_gemma":[0.992252,0.00158035,0.00008952685,0.0009897527,0.002847643,0.00005748992,0.00006468072,0.00001817368,0.002100361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.55574,"threshold_uncertainty_score":0.9998648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1061187552102964,"score_gpt":0.3956699785045968,"score_spread":0.2895512232943004,"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."}}