{"id":"W2061380241","doi":"10.1061/(asce)hy.1943-7900.0000199","title":"Downstream Hydraulic Geometry of Clay-Dominated Cohesive Bed Rivers","year":2010,"lang":"en","type":"article","venue":"Journal of Hydraulic Engineering","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Natural Resources; University of Ottawa","funders":"","keywords":"Geology; Alluvium; STREAMS; Geotechnical engineering; River bed; Bedform; Channel (broadcasting); Geomorphology; Hydrology (agriculture); Sediment; Sediment transport; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003753058,0.0001772127,0.0003467004,0.0001826141,0.00004489675,0.000008396537,0.0003681108,0.0001561882,0.001415321],"category_scores_gemma":[0.0001107243,0.0001551549,0.0001437087,0.0003736666,0.0001468853,0.0003559381,0.00003894006,0.000582753,0.00004604998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003830001,"about_ca_system_score_gemma":0.00002246744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003150458,"about_ca_topic_score_gemma":0.00001076269,"domain_scores_codex":[0.9986969,0.0000135912,0.0005134585,0.0001500266,0.0003501152,0.0002758844],"domain_scores_gemma":[0.9992241,0.0001039486,0.000303623,0.0001666996,0.00003180187,0.0001698792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001025083,0.0002205689,0.04859193,0.00006113661,0.0001708994,0.0002263389,0.0006916001,0.1238612,0.8211755,0.00004363511,0.0005580654,0.004296557],"study_design_scores_gemma":[0.002998406,0.0007370834,0.1218325,0.0001355046,0.0002956863,0.0006143727,0.00009898783,0.009260405,0.8412126,0.0002685287,0.02187173,0.0006742481],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961233,0.00009450653,0.001092524,0.000204293,0.0004131235,0.00007244949,0.000001968009,0.00002196688,0.001975852],"genre_scores_gemma":[0.9976264,0.00004902942,0.002089043,0.00008843599,0.00008025629,0.000001612674,0.000002110481,0.00001701551,0.00004607738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1146008,"threshold_uncertainty_score":0.9994975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003564915401616694,"score_gpt":0.1925749179558996,"score_spread":0.1890100025542829,"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."}}