{"id":"W3160595585","doi":"10.5194/egusphere-egu21-8060","title":"Development of interactive diagnostic tools and metrics for the socio-economic consequences of floods","year":2021,"lang":"en","type":"article","venue":"","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Flood myth; Flooding (psychology); Damages; Environmental science; Population; Water resource management; Geography; Business; Environmental resource management; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005588533,0.001934608,0.0007177774,0.007752143,0.0005312258,0.004392597,0.001740357,0.0008635309,0.008443367],"category_scores_gemma":[0.02387624,0.0004365289,0.0009766541,0.003624076,0.0005458026,0.002908094,0.002032173,0.0009654294,0.001991506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002814596,"about_ca_system_score_gemma":0.003204365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04792061,"about_ca_topic_score_gemma":0.0446508,"domain_scores_codex":[0.9974787,0.0007283563,0.0002430733,0.0003376844,0.00105298,0.0001593379],"domain_scores_gemma":[0.9869219,0.005290451,0.001075922,0.001298861,0.004822657,0.000590242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002900361,0.0005338989,0.06598961,0.0009325118,0.0003254754,0.0003682811,0.001775791,0.1543834,0.007611691,0.03836496,0.07057546,0.6588489],"study_design_scores_gemma":[0.00005199795,0.0001567013,0.02863746,0.0003992812,0.00007412301,0.0001844247,0.001031343,0.8633433,0.01178385,0.02557071,0.06856915,0.0001976427],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0608459,0.0004948502,0.8223519,0.001664402,0.0002161671,0.001236638,0.02397962,0.05425708,0.03495338],"genre_scores_gemma":[0.3349039,0.0004048692,0.6386657,0.0001996806,0.00003940645,0.001286755,0.0174937,0.001487046,0.005519005],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04792061,"threshold_uncertainty_score":0.09528339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02714739676916168,"score_gpt":0.2810793037108912,"score_spread":0.2539319069417296,"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."}}