{"id":"W1984452275","doi":"10.1002/sd.421","title":"Deepening the debate over ‘sustainable science’: Indigenous perspectives as a guide on the journey","year":2009,"lang":"en","type":"article","venue":"Sustainable Development","topic":"Environmental and Cultural Studies in Latin America and Beyond","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Indigenous; Epistemology; Environmental ethics; Sociology; Sustainable development; Natural (archaeology); Traditional knowledge; Engineering ethics; Political science; Ecology; Philosophy; Engineering; Geography; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001000068,0.0002721216,0.0001598328,0.00004358677,0.005152824,0.0002479859,0.000843164,0.00003971388,0.002388864],"category_scores_gemma":[0.0001633291,0.0001336174,0.00006606423,0.0008637985,0.001063523,0.0003178939,0.0006443869,0.0002703934,0.0003636178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00203827,"about_ca_system_score_gemma":0.000139236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005523404,"about_ca_topic_score_gemma":0.00001074568,"domain_scores_codex":[0.9971321,0.00006000064,0.0002686586,0.0004870942,0.0008822475,0.00116985],"domain_scores_gemma":[0.9993048,0.00006771059,0.0001240258,0.0003346028,0.00003603536,0.0001328135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000308135,0.001563675,0.01238808,0.00005122111,0.0002511608,0.001256999,0.5748075,0.004499716,0.005987415,0.1336384,0.07714836,0.1880994],"study_design_scores_gemma":[0.0002559503,0.0002915741,0.08500399,0.00001470981,0.00001485195,0.00003396094,0.3893673,0.00001795466,0.003503346,0.005170745,0.5159031,0.000422633],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7161708,0.0002787942,0.0000295627,0.003014253,0.00003923722,0.0006051321,2.124929e-7,0.00003750093,0.2798245],"genre_scores_gemma":[0.9000748,0.00007110358,0.0003792025,0.002951468,0.00003869897,0.00006998335,9.904496e-7,0.00001038638,0.09640338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4387547,"threshold_uncertainty_score":0.9985231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00538179135031397,"score_gpt":0.2335811867564672,"score_spread":0.2281993954061532,"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."}}