{"id":"W2981624945","doi":"10.3390/w11112261","title":"Investigating Parameter Transferability across Models and Events for a Semiarid Mediterranean Catchment","year":2019,"lang":"en","type":"article","venue":"Water","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Regione Autonoma della Sardegna; Fondazione di Sardegna","keywords":"Hydrology (agriculture); Watershed; Mediterranean climate; Discretization; Drainage basin; Transferability; Environmental science; Catchment hydrology; Period (music); Hydraulic conductivity; Soil science; Mathematics; Geology; Soil water; Computer science; Statistics; Geography; Geotechnical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003171997,0.0004413472,0.0003319083,0.0006345786,0.0004244176,0.0007768054,0.0006948728,0.0008692105,0.0005401874],"category_scores_gemma":[0.01115851,0.0002499619,0.0006561183,0.0005715129,0.0005508701,0.001089483,0.0008005472,0.00054631,0.00007622835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001295989,"about_ca_system_score_gemma":0.0003570328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01749505,"about_ca_topic_score_gemma":0.007134259,"domain_scores_codex":[0.9992675,0.0002926017,0.00006302186,0.0002126931,0.00007370742,0.00009038138],"domain_scores_gemma":[0.994876,0.003353829,0.0005077037,0.000790923,0.0002952266,0.0001763832],"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":[0.001247188,0.0008648993,0.266281,0.00006839766,0.0003787272,0.0003185468,0.0006576912,0.6949096,0.007489425,0.0007373955,0.0002598784,0.02678728],"study_design_scores_gemma":[0.0001253244,0.0008218439,0.2202014,0.00001209628,0.00009169485,0.00007554649,0.0003955861,0.7725217,0.004737497,0.0005719086,0.0004011946,0.00004414369],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991015,0.00001430237,0.0005961041,0.00001736113,0.000001849491,0.00001086236,0.00005734282,0.00002117631,0.0001794728],"genre_scores_gemma":[0.9992673,0.000008540873,0.0005210548,0.000004758588,0.000001973066,0.00001105744,0.0001356045,0.000005429355,0.00004433185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01749505,"threshold_uncertainty_score":0.0347864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02800850456796917,"score_gpt":0.2634140442143299,"score_spread":0.2354055396463607,"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."}}