{"id":"W4411047682","doi":"10.1017/9781009569439","title":"Rebel Governance in the Age of Climate Change","year":2025,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Corporate governance; Climate change; Political science; Geography; Business; Geology; Oceanography","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":[],"consensus_categories":[],"category_scores_codex":[0.000504139,0.0002022981,0.0003213063,0.0001263517,0.0002973997,0.00005988419,0.001394632,0.0002103022,0.000003043732],"category_scores_gemma":[0.00001201556,0.000202741,0.0001621594,0.00005216148,0.0005991231,0.00008359726,0.0003122338,0.000367704,0.000003227298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004436733,"about_ca_system_score_gemma":0.0001943061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005665514,"about_ca_topic_score_gemma":0.001078053,"domain_scores_codex":[0.998269,0.0003268117,0.0001816482,0.0003357515,0.0005088096,0.0003779647],"domain_scores_gemma":[0.9991335,0.000105392,0.0001879976,0.0004860407,0.00004739881,0.00003966944],"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":[0.00004144356,0.00002145111,0.00004544161,0.0002903753,0.00003522657,0.0002885283,0.006561559,9.473237e-7,5.061924e-7,0.955663,0.03473866,0.002312882],"study_design_scores_gemma":[0.0003285457,0.00001689953,0.0007497761,0.0004019602,0.00009528607,2.393425e-7,0.0006778969,0.000001724078,0.000002820929,0.00001558363,0.9975313,0.0001779545],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001508518,0.0001752073,0.00001626236,0.0002485946,0.0001718977,0.001020964,0.0002805073,0.00004953124,0.9978862],"genre_scores_gemma":[0.001968055,0.001062628,0.00001627145,0.0002517726,0.0001171219,0.0000042763,0.00003337954,0.00001251518,0.996534],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9627926,"threshold_uncertainty_score":0.85646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02967213514671952,"score_gpt":0.2337534299945283,"score_spread":0.2040812948478087,"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."}}