{"id":"W4220822419","doi":"10.1029/2021jf006367","title":"Floods on Alluvial Fans: Implications for Reworking Rates, Morphology and Fan Hazards","year":2022,"lang":"en","type":"article","venue":"Journal of Geophysical Research Earth Surface","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Alluvial fan; Hydrograph; Flood myth; Hydrology (agriculture); Alluvium; Geology; Sediment; Erosion; Flow (mathematics); Floodplain; Deposition (geology); Geomorphology; Structural basin; Environmental science; Geography; Geotechnical engineering; Geometry; Cartography; Mathematics; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001618664,0.00009496619,0.0002049519,0.00005718971,0.0006828497,0.00002413807,0.000328444,0.00005019497,0.0006440454],"category_scores_gemma":[0.0001465595,0.00008225288,0.0000779117,0.0003164451,0.0003355945,0.0001470855,0.0001454437,0.0008116488,0.00002868218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005077885,"about_ca_system_score_gemma":0.00007917667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007080902,"about_ca_topic_score_gemma":0.00002843444,"domain_scores_codex":[0.9982916,0.0002623727,0.0002575633,0.0002377831,0.0005387663,0.000411956],"domain_scores_gemma":[0.9988335,0.0006920696,0.00009767116,0.0001511593,0.00005188477,0.0001737386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.006065255,0.003571386,0.3392103,0.0001048096,0.0003691652,0.0002748356,0.003108652,0.04732329,0.4675456,0.008582033,0.02161318,0.1022316],"study_design_scores_gemma":[0.002735334,0.01047428,0.7290609,0.00003365839,0.00005670225,0.0001447681,0.0003025471,0.002069949,0.009132755,0.02806233,0.2175098,0.0004168826],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992472,0.0001281031,0.0004515419,0.006007679,0.00008866713,0.0002130382,0.00002310691,0.000007314174,0.0006085283],"genre_scores_gemma":[0.9982283,0.00007418709,0.0007735278,0.0002797625,0.00009656708,0.0000178645,0.000005226408,0.00001145616,0.0005131317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4584128,"threshold_uncertainty_score":0.7051846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04858720414476548,"score_gpt":0.3530392638095795,"score_spread":0.304452059664814,"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."}}