{"id":"W4417400072","doi":"10.5194/ica-abs-10-286-2025","title":"Advancing Flood Hazard Mapping to Enhance Sustainable Development and Climate Resilience","year":2025,"lang":"en","type":"article","venue":"Abstracts of the ICA","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Government of Canada","funders":"","keywords":"Flood myth; Resilience (materials science); Sustainable development; Climate change; Vulnerability (computing); Sustainability; Hazard","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003714999,0.00009197464,0.0001017944,0.00003756069,0.0002283731,0.00002866544,0.0003151497,0.00002181674,0.00003574517],"category_scores_gemma":[0.00006724128,0.00007007847,0.00002032614,0.0002486106,0.00006127177,0.0001600151,0.0009246821,0.00006788906,0.00003016303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001046187,"about_ca_system_score_gemma":0.00002369298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001814984,"about_ca_topic_score_gemma":0.0003642856,"domain_scores_codex":[0.9990001,0.00001509762,0.0002233496,0.0002289822,0.0001991541,0.0003333636],"domain_scores_gemma":[0.9995697,0.00003581112,0.00007898347,0.0002581666,0.000008855939,0.00004850739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002313257,0.00097703,0.2230677,0.001727218,0.0002321004,0.00009346405,0.01025584,0.1092517,0.2025942,0.01076149,0.05583869,0.3849693],"study_design_scores_gemma":[0.0001271879,0.00002306068,0.7575406,0.0001524417,0.00001456597,5.234217e-7,0.001866595,0.00009020098,0.133853,0.0005135348,0.105663,0.00015527],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9600069,0.00005568624,0.0004509431,0.001822716,0.00008707576,0.000332611,3.904833e-7,0.00001788079,0.03722582],"genre_scores_gemma":[0.9821584,0.00003418497,0.01287636,0.0003425884,0.00000475363,0.00001749836,2.824037e-7,0.000004287943,0.004561706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.534473,"threshold_uncertainty_score":0.2857717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00351326748092235,"score_gpt":0.2384468851615666,"score_spread":0.2349336176806442,"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."}}