{"id":"W2107171153","doi":"10.1029/2010jc006687","title":"Geometric bed roughness and the bed state storm cycle","year":2011,"lang":"en","type":"article","venue":"Journal of Geophysical Research Atmospheres","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Ripple; Geology; Surface finish; Wavelength; Seabed; Mechanics; Geometry; Series (stratigraphy); Physics; Materials science; Optics; Mathematics; Thermodynamics","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":[0.000124379,0.0001264976,0.00009513082,0.0002996501,0.0001009431,0.0002374704,0.00009786777,0.0001267836,0.0008295339],"category_scores_gemma":[0.001061352,0.00008187426,0.00009948193,0.0003338219,0.0001603738,0.0001636835,0.0001627755,0.0001077249,0.0001242735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002188998,"about_ca_system_score_gemma":0.0001028566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003438677,"about_ca_topic_score_gemma":0.004408774,"domain_scores_codex":[0.9999522,0.000008127347,0.000003256115,0.00001129406,0.00001279603,0.0000123983],"domain_scores_gemma":[0.9996439,0.0001114611,0.0001410896,0.00002849609,0.00004108943,0.00003388949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005440279,0.00007737215,0.8957465,0.00005669576,0.00007015871,0.0002058519,0.0001275566,0.04103737,0.03765254,0.0004549801,0.000396631,0.02363035],"study_design_scores_gemma":[0.000004602974,0.00007950552,0.9819131,0.000001802767,0.00001012999,0.00006294835,0.00003405541,0.01627196,0.001323187,0.0001608057,0.0001305655,0.000007418525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987393,0.00004183495,0.0005408811,0.000008356201,0.000001390996,0.00000469888,0.0001481821,0.00001507428,0.0005001226],"genre_scores_gemma":[0.9996637,0.00001752752,0.0001014367,0.000001547661,0.000001212907,0.00000162938,0.0001458409,0.000002250558,0.00006486962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003438677,"threshold_uncertainty_score":0.006837308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02880154157230734,"score_gpt":0.2680434382387265,"score_spread":0.2392418966664191,"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."}}