{"id":"W2731323206","doi":"","title":"Morphodynamic Response of Laboratory Stream Beds to Unsteady Flow Events of Varying Magnitude and Duration","year":2014,"lang":"en","type":"article","venue":"2014 AGU Fall Meeting","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Magnitude (astronomy); Duration (music); Hydrology (agriculture); Environmental science; Flow (mathematics); Geology; Mechanics; Geotechnical engineering; Physics","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":[0.0001075735,0.00009550512,0.0001960323,0.0001585157,0.000225652,0.000339544,0.000182085,0.0001481252,0.001049719],"category_scores_gemma":[0.0006414467,0.0001570809,0.0001405952,0.0001151115,0.0003990204,0.0001360084,0.0002125207,0.0002554476,0.00009788616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003895732,"about_ca_system_score_gemma":0.0002436692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005369229,"about_ca_topic_score_gemma":0.005033567,"domain_scores_codex":[0.9999282,0.00001366953,0.000004990584,0.00001714631,0.00001616138,0.00001974643],"domain_scores_gemma":[0.9997701,0.00009038165,0.00003577759,0.00002098059,0.00003307397,0.00004963925],"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":[0.004602218,0.0006241786,0.1015359,0.0000573506,0.00006835773,0.0003307107,0.0004269786,0.01643686,0.8614947,0.0003219989,0.000732498,0.01336831],"study_design_scores_gemma":[0.0001461741,0.002339185,0.7218942,0.000006906196,0.00005906324,0.0003431908,0.0005613564,0.1247626,0.1488847,0.0002953596,0.0006524242,0.00005482702],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996263,0.000004604875,0.000158894,0.000006012388,0.000002645876,0.00000224556,0.00004339584,0.000008842882,0.0001470573],"genre_scores_gemma":[0.9996852,0.00000638814,0.0001056512,0.0000052313,0.000001724198,0.000003760368,0.00006312196,0.000002749471,0.0001262759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005369229,"threshold_uncertainty_score":0.01067591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005150928367182359,"score_gpt":0.2149434421152418,"score_spread":0.2097925137480594,"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."}}