{"id":"W4407740203","doi":"10.4324/9781003481751-5","title":"The Poetics of Environmental Insurgency in Defence of Common Goods","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Poetics; Insurgency; Political science; Art; Law; Literature; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004803475,0.000128549,0.0002413644,0.0000951889,0.000114168,0.0000156737,0.0005194012,0.0001247743,0.0004695697],"category_scores_gemma":[0.000008598933,0.0001017092,0.0001105244,0.0000410427,0.0008145212,0.00002359684,0.0001389716,0.000150064,0.00000916565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001006791,"about_ca_system_score_gemma":0.00006498463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001540915,"about_ca_topic_score_gemma":0.009016313,"domain_scores_codex":[0.9987283,0.00006472215,0.0004210468,0.0001584785,0.0004573862,0.0001700348],"domain_scores_gemma":[0.9993771,0.0001478004,0.0001544553,0.0002842436,0.000007163378,0.00002927592],"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":[0.00001168359,0.0000597281,0.004924744,0.00005990231,0.00005074381,0.00000293014,0.004499485,0.000007813118,0.00001053341,0.9614716,0.0002689665,0.02863184],"study_design_scores_gemma":[0.0001159121,0.00003192028,0.003957055,0.0001285135,0.00003409771,6.382924e-8,0.0009175942,0.000003104005,0.00005308509,0.01743482,0.9771845,0.0001393734],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002188179,0.0005070581,0.00003197599,0.0004803916,0.0001194119,0.0003611865,0.00003923519,0.00001083598,0.9962617],"genre_scores_gemma":[0.4794576,0.002168433,0.0000691869,0.00003607246,0.00001434878,0.000003060344,0.000004804564,0.00001004319,0.5182365],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9769155,"threshold_uncertainty_score":0.5141459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01446110283346668,"score_gpt":0.2513435829824074,"score_spread":0.2368824801489407,"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."}}