{"id":"W4410912052","doi":"10.2139/ssrn.5277469","title":"Inciting Environmental Accountability About Mining Activities","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Mining and Resource Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; University of Calgary","funders":"","keywords":"Accountability; Business; Environmental planning; Environmental resource management; Political science; Geography; Environmental science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01485124,0.0003612133,0.0005858723,0.001304368,0.003419641,0.009295668,0.001162006,0.007549749,0.01421151],"category_scores_gemma":[0.09705535,0.0003240417,0.0004911567,0.001809513,0.005612588,0.009281017,0.005622956,0.008251145,0.001165767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003884607,"about_ca_system_score_gemma":0.007141257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007654145,"about_ca_topic_score_gemma":0.008424139,"domain_scores_codex":[0.9835165,0.005041768,0.0009272466,0.001966599,0.006020199,0.002527675],"domain_scores_gemma":[0.8838514,0.07240412,0.0166997,0.01219604,0.01189674,0.002951986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001788276,0.0001241658,0.01396254,0.00009858529,0.00004927081,0.0004901355,0.002773028,0.001484523,0.001003277,0.9143861,0.02098945,0.04446014],"study_design_scores_gemma":[0.00002895416,0.00003900349,0.008308823,0.0001062788,0.00005696659,0.0001421677,0.00154825,0.003505812,0.002936361,0.9151294,0.06816697,0.00003097409],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1474245,0.0006154334,0.02232416,0.1155774,0.001331249,0.00007446307,0.0002536557,0.0003914736,0.7120078],"genre_scores_gemma":[0.9734726,0.0001673797,0.001454917,0.004541822,0.0005475216,0.00002774258,0.00004892584,0.00007049044,0.01966858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01485124,"threshold_uncertainty_score":0.07854182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005902222990758188,"score_gpt":0.2111047508758741,"score_spread":0.2052025278851159,"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."}}