{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03325357,0.001029044,0.001080702,0.002017967,0.00978638,0.01989891,0.002987849,0.009155415,0.006289658],"category_scores_gemma":[0.04613651,0.0007837643,0.001249023,0.001359517,0.03356881,0.01896095,0.02337306,0.01962593,0.001763477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006791366,"about_ca_system_score_gemma":0.0161867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004014806,"about_ca_topic_score_gemma":0.006865943,"domain_scores_codex":[0.9492182,0.03472912,0.002340538,0.003315723,0.006962692,0.003433685],"domain_scores_gemma":[0.9540778,0.02572307,0.003416115,0.001988482,0.004207904,0.0105867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001229543,0.0001049241,0.004051174,0.001451468,0.0002063171,0.001248312,0.1719975,0.001522543,0.0007455254,0.3525583,0.2509137,0.2150772],"study_design_scores_gemma":[0.00001694668,0.00007258057,0.001858196,0.002319366,0.00004080037,0.0007299045,0.03230854,0.0006911312,0.0001877295,0.2919157,0.6697094,0.0001496854],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01838711,0.06135238,0.04116776,0.7526924,0.0472565,0.0001226569,0.0001015789,0.000298621,0.07862096],"genre_scores_gemma":[0.6871246,0.06642156,0.01975062,0.1549229,0.03442641,0.0004570961,0.0001897794,0.0006020322,0.03610509],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03325357,"threshold_uncertainty_score":0.1758637,"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."}}