{"id":"W3158507790","doi":"10.1002/esp.5137","title":"Natural and anthropogenic controls on sediment rating curves in northern California coastal watersheds","year":2021,"lang":"en","type":"article","venue":"Earth Surface Processes and Landforms","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Council for Air and Stream Improvement; Utah Agricultural Experiment Station","keywords":"Sediment; Channel (broadcasting); Erosion; Precipitation; Geology; Hydrology (agriculture); Tectonics; Environmental science; Drainage basin; Landslide; Sediment transport; Geomorphology; Physical geography; Geotechnical engineering; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0001287399,0.0001324366,0.0001862178,0.000005541349,0.0001360173,0.00005794142,0.00004341147,0.00004522321,0.00009412949],"category_scores_gemma":[0.00002299264,0.00004678032,0.0000260564,0.0001570312,0.00004666302,0.00009735948,0.00002412692,0.0001130259,0.000005881196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003254449,"about_ca_system_score_gemma":0.00001742249,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001936209,"about_ca_topic_score_gemma":0.02628263,"domain_scores_codex":[0.999172,0.00001958772,0.0001698196,0.0002455741,0.0001721589,0.0002208942],"domain_scores_gemma":[0.9997174,0.00008031756,0.00003777485,0.00002730989,0.00005741727,0.00007982073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008814151,0.00008874507,0.9692876,0.0001429941,0.00001228252,0.00002602375,0.0002005837,0.0000211939,0.02418525,0.000006539402,0.0000219406,0.005918656],"study_design_scores_gemma":[0.00140076,0.0004043271,0.9622483,0.0004964032,0.00001785051,0.00002866621,0.001654525,0.0003473326,0.02724539,0.0000552893,0.005700264,0.0004009173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940609,0.003958341,9.701826e-7,0.001637917,0.00005273805,0.0001310347,0.00004867031,0.00002760966,0.00008178614],"genre_scores_gemma":[0.9976173,0.001396957,0.00001733357,0.0006242971,0.00003020132,0.000004221736,0.0001329074,0.00000120462,0.0001755724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02608901,"threshold_uncertainty_score":0.9914852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009982423283661246,"score_gpt":0.2076507162674575,"score_spread":0.1976682929837962,"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."}}