{"id":"W2036755080","doi":"10.1016/j.geomorph.2004.07.001","title":"Theoretical regime equations for mobile gravel-bed rivers with stable banks","year":2004,"lang":"en","type":"article","venue":"Geomorphology","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":183,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Dimensionless quantity; Bed load; Geology; Sediment; Riparian zone; Geometry; Sediment transport; Suspended load; Hydraulics; Geotechnical engineering; Hydrology (agriculture); Mechanics; Geomorphology; Mathematics; Physics; Thermodynamics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001638239,0.0001148519,0.0001489251,0.00002460108,0.0001826838,0.000006073546,0.0001706196,0.0001211262,0.01176145],"category_scores_gemma":[0.00001801421,0.00009301374,0.00003347051,0.0001246155,0.001069134,0.00009310705,0.00002589851,0.0001077642,0.0003886996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004761359,"about_ca_system_score_gemma":0.00003049439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001213268,"about_ca_topic_score_gemma":0.000176206,"domain_scores_codex":[0.9990754,0.00001999033,0.0001294457,0.0003084485,0.0001068038,0.0003598743],"domain_scores_gemma":[0.9995943,0.00009525576,0.00004138265,0.0001785514,0.00001130218,0.00007920986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001506038,0.001205262,0.03095049,0.00005054855,0.0001848837,0.0003628928,0.003492388,0.1380286,0.02182697,0.795841,0.002781192,0.003769786],"study_design_scores_gemma":[0.02060189,0.009362284,0.01937222,0.000055037,0.0006759932,0.0005989179,0.0006987069,0.00211631,0.09615883,0.7083377,0.1397949,0.002227144],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9039143,0.00003470993,0.087586,0.001294859,0.00009173395,0.0005482504,0.00004854728,0.00006960159,0.006412022],"genre_scores_gemma":[0.9950549,0.000008360527,0.003626877,0.0007636793,0.00001653227,0.0001759116,0.000102377,0.00001172292,0.000239634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1370137,"threshold_uncertainty_score":0.9891419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00751826644637542,"score_gpt":0.2169750141622075,"score_spread":0.209456747715832,"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."}}