{"id":"W4396228993","doi":"10.3390/w16091261","title":"Determining the Relevance of Commonly Used Hydraulic Parameters for Representing the Water Erosive Force in Rock Mass Erosion within Dam Spillways","year":2024,"lang":"en","type":"article","venue":"Water","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec; Université du Québec à Chicoutimi","funders":"","keywords":"Geotechnical engineering; Erosion; Rock mass classification; Geology; Flow (mathematics); Water flow; Dissipation; Hydroelectricity; Shear force; Environmental science; Engineering; Mechanics; Geomorphology","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":[0.00952527,0.000790355,0.000951034,0.003179352,0.0006832823,0.001656371,0.0008573221,0.001151738,0.0003691965],"category_scores_gemma":[0.01968131,0.0002435287,0.000780746,0.003394328,0.0009640538,0.001725645,0.0008714308,0.000722405,0.000187056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004655802,"about_ca_system_score_gemma":0.0004747805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003930235,"about_ca_topic_score_gemma":0.007718866,"domain_scores_codex":[0.9951476,0.002504349,0.0006991845,0.0006643427,0.0008313361,0.0001530654],"domain_scores_gemma":[0.9788283,0.01322046,0.003549062,0.001563914,0.002561389,0.000276909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003290035,0.0004076728,0.9004207,0.0002743503,0.0005368338,0.0002424874,0.0008591373,0.02313838,0.01424969,0.0003538069,0.00021065,0.05897735],"study_design_scores_gemma":[0.00003807159,0.001365153,0.9080628,0.0001066254,0.0004762361,0.0005348245,0.002379331,0.06945881,0.01454779,0.001411147,0.001511907,0.0001073252],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907684,0.0004306242,0.007601357,0.0000314474,0.000009899158,0.00006398503,0.0002621363,0.00002215986,0.0008100111],"genre_scores_gemma":[0.9895567,0.0002202099,0.009743603,0.00001425737,0.00000841273,0.00006326636,0.0002888615,0.000009526574,0.00009503339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00952527,"threshold_uncertainty_score":0.05037504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01889868354836814,"score_gpt":0.2406001252899582,"score_spread":0.2217014417415901,"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."}}