{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002226043,0.00005587031,0.00005649042,0.00003772653,0.000415701,0.00001319607,0.000134511,0.00005505753,0.0006760572],"category_scores_gemma":[0.0000219692,0.00003864456,0.00001772917,0.0001891765,0.0007078432,0.0001595506,0.00004205736,0.00006245594,0.0005931499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003493319,"about_ca_system_score_gemma":0.00001062307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002780232,"about_ca_topic_score_gemma":0.00002660675,"domain_scores_codex":[0.9992368,0.00001597187,0.00008797527,0.0002572909,0.000146829,0.0002551749],"domain_scores_gemma":[0.9994509,0.0002245911,0.00001729657,0.0001700739,0.00002442553,0.0001127093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000241509,0.002049876,0.1210465,0.00007618724,0.000105358,0.000006741937,0.001581003,0.0001127992,0.2105696,0.2649767,0.04888452,0.3503492],"study_design_scores_gemma":[0.0006353678,0.00025535,0.005965104,0.00001708196,0.00001136974,0.000005810552,0.00003497701,0.00003237728,0.01087915,0.2147543,0.7672558,0.0001533818],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6165488,0.0005054778,0.2423079,0.03175939,0.00006207557,0.004389585,0.0002690621,0.0002587342,0.1038989],"genre_scores_gemma":[0.9907332,0.00009291395,0.0007849986,0.00004165101,0.00005413917,0.0007954752,0.00001576816,0.000006601877,0.007475256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7183713,"threshold_uncertainty_score":0.762394,"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."}}