{"id":"W4323833655","doi":"10.5194/essd-2022-330-rc2","title":"Comment on essd-2022-330","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canmore Museum and Geoscience Centre; Global Institute for Water Security; University of Saskatchewan","funders":"Fondo de Financiamiento de Centros de Investigación en Áreas Prioritarias; Biological and Environmental Research; Global Water Futures; Agencia Estatal de Investigación; Centrum för naturkatastrofslära, Uppsala Universitet; California Institute for Water Resources, University of California; Office of Science; University of Illinois at Urbana-Champaign; National Oceanic and Atmospheric Administration; Länsförsäkringar; Agencia Nacional de Investigación y Desarrollo; National Science Foundation; UK Research and Innovation; Istanbul Teknik Üniversitesi; U.S. Department of Energy; National Natural Science Foundation of China; Vetenskapsrådet; U.S. Geological Survey; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Centre National d’Etudes Spatiales; European Commission; Ministerio de Ciencia e Innovación; Bundesministerium für Bildung und Forschung; British Geological Survey; Horizon 2020 Framework Programme; Svenska Forskningsrådet Formas; Deltares; Deutscher Akademischer Austauschdienst; Türkiye Bilimsel ve Teknolojik Araştırma Kurumu; National Foundation for Science and Technology Development; Natural Environment Research Council; Alexander von Humboldt-Stiftung; Russian Foundation for Basic Research; National Aeronautics and Space Administration","keywords":"Flood myth; Context (archaeology); Hazard; Vulnerability (computing); Climate change; Benchmark (surveying); Environmental resource management; Environmental science; Geography; Computer science; Cartography; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003559313,0.0006967039,0.001001361,0.001247059,0.002323818,0.00520751,0.002288488,0.02333184,0.3549482],"category_scores_gemma":[0.02046175,0.0004617115,0.001482725,0.001585814,0.001250253,0.003088686,0.002602173,0.009938093,0.2519289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002832365,"about_ca_system_score_gemma":0.003443444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01917386,"about_ca_topic_score_gemma":0.02628573,"domain_scores_codex":[0.9977883,0.0002407943,0.000218777,0.0002220409,0.001063268,0.0004668716],"domain_scores_gemma":[0.9933328,0.002200229,0.0002562866,0.0004311295,0.002766927,0.001012759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000184787,0.000005042467,0.00003861785,0.00003350719,9.818912e-7,0.00003413267,0.000005382252,0.0000069932,0.00002298995,0.0004899772,0.9974672,0.001876725],"study_design_scores_gemma":[0.00002008878,0.00000964193,0.0002986717,0.00009254332,0.000001740064,0.00001541971,0.00002601876,0.00002274426,0.0000446082,0.0005417571,0.9989188,0.000008059339],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006126103,0.001763577,0.0007647448,0.4670338,0.2136835,0.0005194717,0.02688097,0.002499279,0.286242],"genre_scores_gemma":[0.002683889,0.0008457784,0.0003198832,0.5572413,0.02604819,0.0004337618,0.005510557,0.0005943272,0.4063224],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6450518,"threshold_uncertainty_score":0.9200881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03094956996619788,"score_gpt":0.3108148204613073,"score_spread":0.2798652504951094,"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."}}