{"id":"W2525827595","doi":"10.2495/safe-v6-n3-685-696","title":"Modelling integrated extreme hydrology","year":2016,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Hydrology (agriculture); Geology; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002681641,0.0004647831,0.0005034267,0.0004100843,0.0002718214,0.001227137,0.0009237209,0.00114289,0.002877007],"category_scores_gemma":[0.0009187213,0.0002828341,0.0006019934,0.0006868611,0.0006647168,0.0010676,0.001056471,0.0007043871,0.0003742904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000667973,"about_ca_system_score_gemma":0.0007266717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007014425,"about_ca_topic_score_gemma":0.005271631,"domain_scores_codex":[0.9997938,0.00006325175,0.00001569434,0.00004793148,0.00004984142,0.00002940212],"domain_scores_gemma":[0.9997792,0.00008269368,0.00003774679,0.00003603885,0.00004277859,0.00002156798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007445697,0.00001264192,0.0008267646,0.00001661417,0.00001314733,0.00003968443,0.0000329398,0.9872724,0.0005374788,0.007748805,0.000199416,0.003292664],"study_design_scores_gemma":[0.000008152736,0.0000106299,0.0004034242,0.000004210174,0.00000369366,0.00001573373,0.0000147938,0.9925004,0.0001845227,0.005089077,0.001759201,0.000006225017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.146701,0.0004491008,0.8288183,0.0003858803,0.0001159739,0.0001075062,0.001571079,0.001020646,0.02083065],"genre_scores_gemma":[0.9243041,0.0006109424,0.06254131,0.00007471832,0.00008156082,0.0002689794,0.001127915,0.0001252543,0.01086519],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007014425,"threshold_uncertainty_score":0.01394719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009574638081115073,"score_gpt":0.1941638771459539,"score_spread":0.1845892390648388,"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."}}