{"id":"W4283123382","doi":"10.1029/2022gl098487","title":"Amplification of Plunging Flows in Bedrock Canyons","year":2022,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Canadian Hydrographic Service; University of Ottawa; University of Victoria; Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; National Geographic Society","keywords":"Bedrock; Geology; Erosion; Canyon; River morphology; Flood myth; Hydraulics; Hydrology (agriculture); Geomorphology; Sediment transport; Discharge; Floodplain; Bed load; Sediment; Hydraulic jump; Overbank; Flow (mathematics); Fluvial; Mechanics; Geotechnical engineering; Drainage basin","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001671045,0.000196959,0.000202641,0.0006881914,0.0002743322,0.000523549,0.0001865037,0.0002238793,0.001802447],"category_scores_gemma":[0.0005819158,0.0002233925,0.0001426711,0.0003587387,0.0003336367,0.0002217132,0.0004960877,0.0002426887,0.0001504371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003754663,"about_ca_system_score_gemma":0.0002044018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003545644,"about_ca_topic_score_gemma":0.005938935,"domain_scores_codex":[0.9999272,0.00001012681,0.000003337893,0.00002927523,0.00001018162,0.00001994239],"domain_scores_gemma":[0.999673,0.0001108225,0.00007041073,0.00002534008,0.00004865687,0.00007173868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005540468,0.0001278483,0.8075123,0.0001836198,0.0001297781,0.001231277,0.001731137,0.01450139,0.1197796,0.002229651,0.001005721,0.05101364],"study_design_scores_gemma":[0.00001495592,0.00008230654,0.9863685,0.00001337769,0.00002139009,0.0001579155,0.0003219516,0.009874342,0.001943527,0.0006419288,0.0005457473,0.00001411716],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992626,0.00002328446,0.0002254965,0.000009407459,9.481836e-7,0.000001766357,0.00003595133,0.00002482742,0.0004155937],"genre_scores_gemma":[0.9996058,0.00001231335,0.0001629254,0.000004700589,8.734935e-7,0.000001782192,0.00004902252,0.000002913953,0.000159654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003545644,"threshold_uncertainty_score":0.007050037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02590391856687057,"score_gpt":0.2936078957081492,"score_spread":0.2677039771412786,"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."}}