{"id":"W4225475225","doi":"10.1007/978-981-16-9933-7_1","title":"Geomorphic Controls on Sediment Mobility and Channel Stability of a Riffle-Pool Gravel Bed Channel","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Riffle; Flume; Sediment; Channel (broadcasting); Hydrology (agriculture); Sediment transport; Geology; STREAMS; Flow (mathematics); Flow conditions; Geomorphology; Environmental science; Geotechnical engineering; Mechanics; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005238253,0.0004896107,0.0006814682,0.0001302362,0.00007578707,0.000007399888,0.000255745,0.0003959035,0.004154231],"category_scores_gemma":[0.00009440172,0.000485026,0.0001179563,0.00009243405,0.0002057544,0.00007424758,0.0001400408,0.0009711332,0.00000747736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002264938,"about_ca_system_score_gemma":0.00002200545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001471499,"about_ca_topic_score_gemma":0.00101124,"domain_scores_codex":[0.997914,0.00002447652,0.000492081,0.0007356753,0.0004340771,0.0003997614],"domain_scores_gemma":[0.9989296,0.0003920445,0.0001504544,0.0004103582,0.00001064048,0.0001069192],"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":[0.0004388621,0.000387378,0.002685809,0.001089012,0.0002232762,0.00009858459,0.002441218,0.9846191,0.005613212,0.001056963,0.0000154554,0.001331093],"study_design_scores_gemma":[0.02667858,0.0120304,0.05891361,0.004733649,0.002164699,0.0002661711,0.0001010274,0.4647746,0.1700813,0.1812722,0.06197356,0.01701022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7976763,0.01327502,0.09119489,0.00327557,0.003671947,0.01253656,0.00226546,0.001113166,0.07499108],"genre_scores_gemma":[0.9992591,0.000132564,0.0000552042,0.000181313,0.0000461535,0.0001025306,0.00006029403,0.00005184149,0.0001110561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5198446,"threshold_uncertainty_score":0.9997602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0105394733426826,"score_gpt":0.1910367351941347,"score_spread":0.1804972618514521,"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."}}