{"id":"W2315669079","doi":"10.5751/es-06921-190410","title":"Dublin Ireland: a city addressing challenging water supply, management, and governance issues","year":2014,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corporate governance; Water supply; Environmental planning; Environmental resource management; Political science; Public administration; Business; Geography; Engineering; Environmental science; Environmental engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001701451,0.0004987952,0.000450532,0.0006648673,0.003822655,0.005493545,0.001939673,0.002049742,0.01923148],"category_scores_gemma":[0.0022326,0.0005386475,0.0005232213,0.001394466,0.003853523,0.003025386,0.009187971,0.002064669,0.00322966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01379957,"about_ca_system_score_gemma":0.03857946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2106684,"about_ca_topic_score_gemma":0.4392305,"domain_scores_codex":[0.9985814,0.0002076414,0.00006212336,0.0001050033,0.0003425613,0.0007011896],"domain_scores_gemma":[0.9968116,0.0003300541,0.0003301447,0.0001780117,0.0004906174,0.001859586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004415837,0.0001881519,0.02060039,0.001841358,0.00009979482,0.005422236,0.007531289,0.003230655,0.004511299,0.05321229,0.7903439,0.1125771],"study_design_scores_gemma":[0.00005843676,0.00009460802,0.01814918,0.0002931221,0.00002029076,0.0008621371,0.01665097,0.0006037969,0.0004217578,0.004342286,0.9584026,0.0001007719],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2669716,0.01232885,0.01466885,0.276297,0.008021655,0.001246626,0.01478,0.00256227,0.4031232],"genre_scores_gemma":[0.7046025,0.00604944,0.02645575,0.03014783,0.00112104,0.000712421,0.006204796,0.0007289255,0.2239774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2106684,"threshold_uncertainty_score":0.4188845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009600075535652617,"score_gpt":0.2368807996462351,"score_spread":0.2272807241105824,"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."}}