{"id":"W1974268502","doi":"10.1029/2007jf000902","title":"Channel stability in bed load–dominated streams with nonerodible banks: Inferences from experiments in a sinuous flume","year":2009,"lang":"en","type":"article","venue":"Journal of Geophysical Research Atmospheres","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sinuosity; Flume; STREAMS; Channel (broadcasting); Geology; Bed load; Sediment; Bedform; Hydrology (agriculture); River morphology; Stream bed; Sediment transport; Geomorphology; Geotechnical engineering; Mechanics; Flow (mathematics); Engineering; Computer science","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":[0.0009692366,0.0001840581,0.0004404383,0.00002790648,0.0000851159,0.00004400061,0.0005004822,0.0001201289,0.001655192],"category_scores_gemma":[0.0001838705,0.0001314608,0.0000601115,0.0008040628,0.0004530309,0.0006069319,0.00006238196,0.0008671148,0.00005602359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003265183,"about_ca_system_score_gemma":0.0002240535,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006870724,"about_ca_topic_score_gemma":0.004573131,"domain_scores_codex":[0.9969538,0.0002982414,0.0004944209,0.000350528,0.001291784,0.0006112412],"domain_scores_gemma":[0.9990295,0.000329805,0.0001293061,0.0002060913,0.00008232059,0.000222963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0101345,0.01063016,0.8309479,0.00003784703,0.0001119199,0.001891062,0.01414231,0.006615458,0.079489,0.00004562736,0.000451775,0.04550248],"study_design_scores_gemma":[0.003516205,0.004181008,0.9370568,0.0002145663,0.00001270531,0.000005503501,0.00143884,0.002165269,0.04142353,0.009548003,0.000147123,0.0002904117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979837,0.0002183276,0.00003502379,0.0004560065,0.00002504755,0.0002039381,0.000003915512,0.000007903256,0.001066149],"genre_scores_gemma":[0.9993334,0.00006904903,0.0004153462,0.00005956203,0.00004633555,0.00001010153,0.000003057535,0.000008199976,0.00005494667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.106109,"threshold_uncertainty_score":0.9997426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02781877418319367,"score_gpt":0.3012423272944549,"score_spread":0.2734235531112612,"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."}}