{"id":"W4224882613","doi":"10.1016/j.jhydrol.2022.127866","title":"Continuous hydrologic modelling for small and ungauged basins: A comparison of eight rainfall models for sub-daily runoff simulations","year":2022,"lang":"en","type":"article","venue":"Journal of Hydrology","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan; University of Calgary","funders":"Ministero dell'Ambiente e della Tutela del Territorio e del Mare; Ministero dell’Istruzione, dell’Università e della Ricerca; Fonds Wetenschappelijk Onderzoek","keywords":"Surface runoff; Hydrological modelling; Flood myth; Runoff model; Environmental science; Hydrology (agriculture); Continuous simulation; Vflo; Structural basin; Computer science; Climatology; Geology; Simulation; Ecology; Geography","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":[0.0008432606,0.0001472703,0.0005386508,0.0001346782,0.0004240096,0.000006787669,0.0002451847,0.00007881413,0.00007667956],"category_scores_gemma":[0.00004506721,0.0001299026,0.0001436878,0.00009517348,0.0002314396,0.0001299979,0.000234111,0.0002143574,7.697162e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000544525,"about_ca_system_score_gemma":0.00001087157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001919554,"about_ca_topic_score_gemma":0.00003429519,"domain_scores_codex":[0.9985558,0.0001426862,0.0006256045,0.0002184847,0.0001442293,0.0003132028],"domain_scores_gemma":[0.998776,0.000470236,0.0005475017,0.0001198349,0.00003104894,0.00005536261],"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":[0.0006987567,0.0001979764,0.01429632,0.00001911694,0.0001432366,0.000004621152,0.001125739,0.9801484,0.001873227,0.0003241339,0.000985489,0.0001829575],"study_design_scores_gemma":[0.002077264,0.001931351,0.0002754042,0.000003187672,0.0001855675,0.00002473272,0.0001878296,0.9519656,0.0003091658,0.03686229,0.006049121,0.0001285336],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8848446,0.0003944549,0.1123454,0.001525681,0.0001610571,0.0004556976,0.00004525324,0.000008188629,0.0002196678],"genre_scores_gemma":[0.9943554,0.00004270837,0.004905391,0.0005264767,0.00003642872,0.0000418699,0.00001015376,0.00001364145,0.00006797504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1095107,"threshold_uncertainty_score":0.5297274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03805891278926708,"score_gpt":0.256020187242822,"score_spread":0.2179612744535549,"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."}}