{"id":"W4407037868","doi":"10.5130/ijcre.v18i1.9326","title":"Resisting scientific extractivism: A post-extractivist policy of knowledge production with marginalized communities","year":2025,"lang":"en","type":"article","venue":"Gateways International Journal of Community Research and Engagement","topic":"Mining and Resource Management","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Reciprocity (cultural anthropology); Sociology; Accountability; Negotiation; Citizen journalism; Context (archaeology); Sociology of scientific knowledge; Knowledge production; Epistemic community; Public relations; Economic Justice; Environmental ethics; Political science; Social science; Law; Knowledge management; Politics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.1503463,0.0009154956,0.001358712,0.003619057,0.02382914,0.02650703,0.005098782,0.01154207,0.004569559],"category_scores_gemma":[0.138107,0.001029998,0.001505422,0.002374375,0.13154,0.03031138,0.04650433,0.0153492,0.001139929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01391217,"about_ca_system_score_gemma":0.02866987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00275223,"about_ca_topic_score_gemma":0.001940025,"domain_scores_codex":[0.8839185,0.08164451,0.003182217,0.01141345,0.01393965,0.005901633],"domain_scores_gemma":[0.8055095,0.129042,0.01450772,0.03237103,0.01247383,0.006095989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006678992,0.00004925982,0.0009096983,0.0001467917,0.00002472967,0.0002329857,0.1174061,0.0003299394,0.0006671229,0.8643078,0.001409863,0.01444887],"study_design_scores_gemma":[0.00005839883,0.0001062252,0.0004862814,0.0003875892,0.00001914,0.000247855,0.03238256,0.001013217,0.001383498,0.8508375,0.1130312,0.00004656103],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2342169,0.004652184,0.231477,0.2834385,0.001097529,0.0009384317,0.00006085115,0.0004225898,0.2436961],"genre_scores_gemma":[0.9671181,0.0004211896,0.01284966,0.006904127,0.0002595255,0.0006795332,0.00001882278,0.0001365637,0.01161249],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9761708,"threshold_uncertainty_score":0.7951165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028572537378081,"score_gpt":0.3726999817559034,"score_spread":0.2698427280180953,"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."}}