{"id":"W4406688942","doi":"10.1080/08941920.2025.2453988","title":"The Role of Indigenous Forums in Environmental Policy: A Deliberative Systems Approach","year":2025,"lang":"en","type":"article","venue":"Society & Natural Resources","topic":"International Development and Aid","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Indigenous; Environmental policy; Environmental resource management; Environmental planning; Political science; Environmental ethics; Geography; Ecology; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04833747,0.0005032432,0.0006638747,0.003975818,0.01352964,0.01481118,0.003043652,0.004579871,0.005341221],"category_scores_gemma":[0.02902238,0.0005567234,0.000727333,0.002014498,0.04980975,0.01608485,0.01645949,0.003945673,0.0003115738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01031785,"about_ca_system_score_gemma":0.01858433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006743284,"about_ca_topic_score_gemma":0.007326898,"domain_scores_codex":[0.9672235,0.02667396,0.0004887066,0.001326618,0.002019174,0.002268096],"domain_scores_gemma":[0.9542664,0.0375604,0.002096721,0.002067652,0.001610804,0.00239788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000124362,0.00004162439,0.0006087301,0.00016181,0.00001215585,0.0001485322,0.04668979,0.001759876,0.0001326232,0.9402234,0.0008123707,0.009396764],"study_design_scores_gemma":[0.00002404679,0.00005509789,0.0005426531,0.000368872,0.0000161186,0.00005273964,0.03998058,0.002801086,0.0002565893,0.8834445,0.07242539,0.0000323965],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1409819,0.0070815,0.2067529,0.1586496,0.00134976,0.0008282176,0.00009457454,0.0002281522,0.4840334],"genre_scores_gemma":[0.9793649,0.001016642,0.01253309,0.001178156,0.0001807755,0.0002798411,0.00001328418,0.00002666629,0.005406627],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04833747,"threshold_uncertainty_score":0.255636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003767695520481838,"score_gpt":0.2454101692576122,"score_spread":0.2416424737371304,"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."}}