{"id":"W2137725471","doi":"10.4337/9781781006672","title":"Climate Change and Flood Risk Management: Adaptation and Extreme Events at the Local Level","year":2014,"lang":"en","type":"book","venue":"","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flood risk management; Flood myth; Climate change; Climate change adaptation; Adaptation (eye); Environmental resource management; Environmental science; Geography; Climatology; Environmental planning; Psychology; Geology; Oceanography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004471887,0.0003138208,0.0002089063,0.00004882361,0.0003531004,0.00004704763,0.0002074068,0.0001154411,0.001172838],"category_scores_gemma":[0.000001681139,0.0002142898,0.00005049984,0.00004491569,0.0002152185,0.000167885,0.001464074,0.0001538779,0.0006001814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000187411,"about_ca_system_score_gemma":0.000002180908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003095852,"about_ca_topic_score_gemma":0.004080414,"domain_scores_codex":[0.9983715,0.00006863585,0.0002235129,0.0005608998,0.0004477813,0.0003276659],"domain_scores_gemma":[0.9993328,0.00003816525,0.0001856765,0.0003521878,0.000003537481,0.00008756244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003774745,0.00005153932,0.005055066,0.0001940668,0.000150403,0.00001224489,0.000481154,0.0001168034,0.000001338917,0.009848096,0.07684678,0.9072047],"study_design_scores_gemma":[0.001369786,0.000164792,0.09615622,0.0001508308,0.0007370208,0.000006259957,0.0003057963,0.01516498,0.000003812649,0.008923516,0.8762537,0.0007633428],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001195932,0.0006801452,0.01039087,0.0003578509,0.0002570691,0.001690129,0.00005911053,0.00007310719,0.9852958],"genre_scores_gemma":[0.01240856,0.01443657,0.002082051,0.0005954807,0.0001249859,0.0001639476,0.0001194771,0.00005536012,0.9700136],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9064414,"threshold_uncertainty_score":0.9997402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05146239416610023,"score_gpt":0.2229886259293232,"score_spread":0.171526231763223,"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."}}