{"id":"W4407068843","doi":"10.18192/clg-cgl.v8i2.7373","title":"Indigenous Ways Infiltrating the Research Realm","year":2025,"lang":"en","type":"article","venue":"Culture and Local Governance","topic":"Indigenous Knowledge Systems and Agriculture","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emily Carr University of Art and Design","funders":"Ontario Trillium Foundation; Canada Council for the Arts","keywords":"Realm; Indigenous; Environmental ethics; Geography; History; Biology; Archaeology; Ecology; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.07986548,0.0007131284,0.001096804,0.004492575,0.03720411,0.02837761,0.003851576,0.004694881,0.007182344],"category_scores_gemma":[0.04083436,0.0009767672,0.0008685941,0.004801285,0.1354183,0.02259928,0.03817477,0.009652952,0.0006732079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01560151,"about_ca_system_score_gemma":0.0267041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03708877,"about_ca_topic_score_gemma":0.05478154,"domain_scores_codex":[0.9014606,0.07721993,0.00180764,0.005994236,0.008280353,0.005237288],"domain_scores_gemma":[0.9480228,0.0351121,0.002163545,0.007000495,0.003459773,0.00424136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001031036,0.00001756215,0.000499889,0.0001064704,0.00001294055,0.0002415628,0.8378834,0.00004233497,0.0001854983,0.1541496,0.001206403,0.005643998],"study_design_scores_gemma":[0.00001314156,0.00003764199,0.0008790432,0.0006439306,0.00002427475,0.0003071706,0.6880291,0.0001724366,0.0002363367,0.107402,0.2022183,0.00003657867],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2790367,0.02825822,0.05447049,0.158989,0.003381007,0.0005153452,0.0001783191,0.0002982413,0.4748726],"genre_scores_gemma":[0.9597176,0.004257762,0.008370134,0.006526731,0.0004526142,0.0003396384,0.00003526908,0.0001396258,0.02016075],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9627959,"threshold_uncertainty_score":0.4223741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02529978217104557,"score_gpt":0.2578439061874376,"score_spread":0.2325441240163921,"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."}}