{"id":"W2917238787","doi":"10.1111/jfr3.12528","title":"Shared roles and responsibilities in flood risk management","year":2019,"lang":"en","type":"article","venue":"Journal of Flood Risk Management","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flood myth; Risk management; Flood risk management; Flooding (psychology); Psychological resilience; Environmental planning; Climate risk; Environmental resource management; Business; Damages; Resilience (materials science); Climate change; Geography; Political science; Economics; Finance","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002415402,0.0003693622,0.0005051732,0.0005248014,0.0001437268,0.000163295,0.0006437767,0.0000784747,0.0009996032],"category_scores_gemma":[0.00002594568,0.0003093588,0.0001887966,0.0004788727,0.0001041162,0.0007211993,0.001061572,0.0004425897,0.0003401917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003102638,"about_ca_system_score_gemma":0.000008771785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002313799,"about_ca_topic_score_gemma":0.0004549111,"domain_scores_codex":[0.9965499,0.0003254102,0.0009660093,0.0005693656,0.001049729,0.0005395929],"domain_scores_gemma":[0.9983782,0.00008799344,0.0007217967,0.0006159547,0.00002106795,0.0001750011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008109996,0.00111275,0.8103701,0.0003490698,0.001083552,0.0005822801,0.001742269,0.02086326,0.0000690048,0.005265921,0.01408205,0.1436687],"study_design_scores_gemma":[0.006455327,0.0008260724,0.8997979,0.0002967921,0.000739066,0.00001969498,0.007533463,0.00266004,0.00009758274,0.01239405,0.06850436,0.0006756498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9395599,0.001011171,0.0005678196,0.0003002597,0.0005298315,0.001119337,0.00001340184,0.00003494716,0.0568633],"genre_scores_gemma":[0.9518029,0.01371086,0.02751666,0.0001820301,0.00008251988,0.00003518731,0.00000413603,0.00004687953,0.006618831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1429931,"threshold_uncertainty_score":0.9999359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003599730075668682,"score_gpt":0.2103998881148218,"score_spread":0.2068001580391531,"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."}}