{"id":"W2409512284","doi":"10.1002/rra.3053","title":"Downstream Regime Relations for Single‐Thread Channels","year":2016,"lang":"en","type":"article","venue":"River Research and Applications","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Cobble; Channel (broadcasting); Geology; Bed load; Thread (computing); Geotechnical engineering; Hydrology (agriculture); Geomorphology; Computer science; Sediment transport; Telecommunications; Ecology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004739401,0.000242717,0.0002609797,0.0006453669,0.0002566724,0.0004517083,0.00057644,0.000264447,0.00223276],"category_scores_gemma":[0.002181942,0.0001897674,0.0003525586,0.0002832235,0.0003267014,0.0008197954,0.0005593616,0.0005662263,0.0003749734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008788413,"about_ca_system_score_gemma":0.0005446956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005008804,"about_ca_topic_score_gemma":0.007574835,"domain_scores_codex":[0.9996543,0.00004508639,0.00002625731,0.00009631585,0.0001337107,0.00004432335],"domain_scores_gemma":[0.9991356,0.0003573076,0.0002019243,0.00009304719,0.0001716603,0.00004058539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001361107,0.0001473384,0.1076214,0.0001787144,0.0000457053,0.0003985139,0.0005934916,0.6142642,0.04578343,0.06542998,0.004135699,0.1612654],"study_design_scores_gemma":[0.00001241116,0.00003946051,0.02118959,0.00002240434,0.00001190798,0.0001063426,0.00003928501,0.9569671,0.004727847,0.0142668,0.002588051,0.00002884758],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5138804,0.0004866027,0.4607506,0.0001619835,0.00007496485,0.0001187817,0.0007623195,0.001166021,0.02259834],"genre_scores_gemma":[0.9750594,0.0001237916,0.02319929,0.0000174509,0.00001806791,0.00005201843,0.0002229303,0.00007431766,0.001232747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005008804,"threshold_uncertainty_score":0.00995934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05050071456105896,"score_gpt":0.3144464784937401,"score_spread":0.2639457639326811,"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."}}