{"id":"W4399172830","doi":"10.5751/es-14940-290214","title":"The role of accountability in the emergence of adaptive water governance","year":2024,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; Corporate governance; Business; Environmental resource management; Political science; Environmental planning; Geography; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008254198,0.00003859438,0.00007322102,0.000001801781,0.000194913,0.00001063099,0.0001739278,0.00008003462,0.00009513728],"category_scores_gemma":[0.00002645559,0.00001795676,0.00005456637,0.00007820717,0.0006411579,0.0001051855,0.00003275359,0.0001302825,0.000001766611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001605969,"about_ca_system_score_gemma":0.0000542954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001238533,"about_ca_topic_score_gemma":0.003535603,"domain_scores_codex":[0.9994497,0.0001015274,0.0001123936,0.00009033822,0.0001080882,0.0001379585],"domain_scores_gemma":[0.9996767,0.0001830687,0.00003114071,0.00007598503,0.00002506621,0.000008030183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00003172507,0.0000394585,0.1636474,0.00003091145,0.00005990241,9.836782e-7,0.5477347,0.00001254699,0.001215076,0.2710699,0.0106541,0.005503358],"study_design_scores_gemma":[0.00007978367,0.00005533744,0.7458345,0.00001339836,0.00001153825,5.405848e-7,0.1015457,0.0001466615,0.002018968,0.0704158,0.07981218,0.00006557819],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896316,0.001344051,0.000002342141,0.001558653,0.0002065902,0.00009465137,0.00001071535,0.000004024576,0.007147387],"genre_scores_gemma":[0.9982657,0.001377752,0.00001906532,0.000100158,0.0000505381,0.000007360704,3.247177e-7,0.000001377848,0.0001776941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5821872,"threshold_uncertainty_score":0.2362373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006759844390780161,"score_gpt":0.2547098431784236,"score_spread":0.2479499987876434,"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."}}