{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001475321,0.0001140258,0.0002763979,0.00004047068,0.0002347047,0.0001062614,0.0004520129,0.00003529013,0.0006666238],"category_scores_gemma":[0.0005303178,0.00006056863,0.0001149665,0.0007534745,0.0005821133,0.0003406324,0.0001144506,0.0006430697,0.00006477945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008716695,"about_ca_system_score_gemma":0.0001199884,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02128023,"about_ca_topic_score_gemma":0.005561212,"domain_scores_codex":[0.9979466,0.0002879073,0.0003006853,0.000145157,0.0008751038,0.0004446096],"domain_scores_gemma":[0.9980446,0.001041103,0.0001387463,0.000165504,0.0003335842,0.0002764509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003762109,0.0002166953,0.1733208,0.00004669137,0.0001702904,0.0002192033,0.001668003,0.0001955258,0.00003378085,0.001186968,0.0009396027,0.8182403],"study_design_scores_gemma":[0.001461024,0.0009431216,0.9375275,0.00002188267,0.00001943196,0.00004216301,0.0005171756,0.005915092,0.00007429551,0.05183353,0.001522304,0.0001224713],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946175,0.0005935233,0.00008597895,0.000297448,0.0001366787,0.0001309219,0.00001190554,0.000006727131,0.004119266],"genre_scores_gemma":[0.9980951,0.0004540655,0.0005357862,0.00003997341,0.0001826542,6.950079e-7,0.000001989987,0.000004602882,0.0006851577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8181179,"threshold_uncertainty_score":0.9852371,"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."}}