{"id":"W1723615885","doi":"","title":"Shear flow in a mildly sloped riffle-pool sequence","year":2011,"lang":"en","type":"article","venue":"ORCA Online Research @Cardiff (Cardiff University)","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Bedform; Turbulence; Open-channel flow; Flume; Geology; Mechanics; Flow (mathematics); Shear stress; Reynolds number; Flow conditions; Geometry; Sediment transport; Mathematics; Geomorphology; Physics; Sediment","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001180108,0.0003060693,0.0004572071,0.0005766,0.0003894041,0.00002243294,0.001087046,0.0003089582,0.003509083],"category_scores_gemma":[0.0001501245,0.0003161591,0.0002147233,0.002116695,0.001096104,0.0006985454,0.0005001077,0.001063646,0.0008885075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005330136,"about_ca_system_score_gemma":0.0002066644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001876069,"about_ca_topic_score_gemma":0.001134135,"domain_scores_codex":[0.9959697,0.0005611961,0.0002887847,0.0009210995,0.0009730958,0.001286145],"domain_scores_gemma":[0.9985261,0.0001357692,0.0000544065,0.0006570324,0.00006735945,0.0005593277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003736736,0.005317693,0.8622645,0.0003420519,0.0007691744,0.0193347,0.0114497,0.009447729,0.02215977,0.002504179,0.01534809,0.04732564],"study_design_scores_gemma":[0.006758857,0.001316649,0.3508049,0.0002291243,0.0001920942,0.0001106904,0.003377128,0.008420812,0.005223913,0.002011216,0.6195245,0.002030128],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8862691,0.00009663055,0.0003909247,0.000529359,0.0001106007,0.00055897,0.0001130737,0.0001317124,0.1117996],"genre_scores_gemma":[0.9889971,0.00066073,0.002657831,0.0001399342,0.00007585432,0.000006051058,0.00007949393,0.00003597603,0.007347022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6041765,"threshold_uncertainty_score":0.9999291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09421559315711177,"score_gpt":0.2932641005708014,"score_spread":0.1990485074136897,"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."}}