{"id":"W2287559196","doi":"10.1098/rspa.2015.0389","title":"Stochastic rainfall-runoff model with explicit soil moisture dynamics","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"","keywords":"Surface runoff; Environmental science; Runoff model; Runoff curve number; Hydrology (agriculture); Water content; Soil science; Infiltration (HVAC); Probability density function; Watershed; Mathematics; Meteorology; Geology; Geography; Geotechnical engineering; Statistics; Computer science; Ecology","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":[0.0002285705,0.0001306191,0.0001732189,0.000006429842,0.0001602709,0.00002898869,0.0002727186,0.00003297945,0.000002687492],"category_scores_gemma":[0.00004885581,0.00006998509,0.00006296327,0.0001823271,0.0005973235,0.000134716,0.0003522168,0.0001158932,0.000004755063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003391335,"about_ca_system_score_gemma":0.000004311631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001260791,"about_ca_topic_score_gemma":8.281556e-7,"domain_scores_codex":[0.9991376,0.000001443293,0.00009678704,0.0002033294,0.0003334609,0.0002273648],"domain_scores_gemma":[0.9997845,0.00003489949,0.00004471046,0.00004681426,0.00001212707,0.00007689297],"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":[0.000009779368,0.0001188239,0.001310761,0.0001221866,0.0000425425,9.206576e-8,0.005146304,0.946087,0.0003198477,0.04568641,0.001107023,0.00004924664],"study_design_scores_gemma":[0.0001189934,0.00006752703,0.0004943881,0.00003141965,0.00003123682,9.096513e-7,0.0004658812,0.9607319,0.00007690563,0.03787233,0.000004784983,0.000103781],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824013,0.000007883667,0.01182471,0.001120819,0.00001509938,0.0001226432,0.000001080839,0.00004029292,0.004466181],"genre_scores_gemma":[0.9957338,6.86013e-7,0.003819642,0.00006349121,0.00001976926,0.00001637051,9.432507e-8,0.000006063422,0.0003401145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01464485,"threshold_uncertainty_score":0.2853909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00876319068131989,"score_gpt":0.1909434730088314,"score_spread":0.1821802823275115,"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."}}