{"id":"W4213255831","doi":"10.1029/2021gl096088","title":"The Impact of Intermittency on Bed Load Sediment Transport","year":2022,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Aeolian processes and effects","field":"Earth and Planetary Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Army Research Laboratory; National Science Foundation","keywords":"Intermittency; Sediment transport; Entrainment (biomusicology); Sediment; Bed load; Geology; Environmental science; Hydrology (agriculture); Soil science; Mechanics; Geotechnical engineering; Turbulence; Geomorphology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008013048,0.00009420344,0.0001268055,0.00005279998,0.0005416113,0.00002310035,0.0004851976,0.00001370765,0.0008190933],"category_scores_gemma":[0.00005917153,0.00005523887,0.0001544583,0.000416861,0.0002408863,0.00006209386,0.00003488558,0.0005390962,0.0001590134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003923908,"about_ca_system_score_gemma":0.0001553618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007062601,"about_ca_topic_score_gemma":0.00007806961,"domain_scores_codex":[0.9976537,0.0002337636,0.0001372203,0.0002158198,0.001226839,0.0005326173],"domain_scores_gemma":[0.9989133,0.0006355513,0.00003558005,0.0002361813,0.00004892485,0.0001304833],"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":[0.00732153,0.001035991,0.2126578,0.0002327893,0.0006001248,0.0007730637,0.005810976,0.0960175,0.02411479,0.001028119,0.2087162,0.4416912],"study_design_scores_gemma":[0.0005777683,0.004065345,0.9725392,0.00002440334,0.000007915093,0.000005789048,0.0003745399,0.01421115,0.0007472304,0.001899329,0.005333275,0.0002140022],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945737,0.0000799724,0.000004750022,0.003109887,0.00009885184,0.0002070168,0.00005308096,0.00001126192,0.001861542],"genre_scores_gemma":[0.9993597,0.00001251759,0.000004949787,0.0002877399,0.0001063289,0.00001024201,0.00002251582,0.000003578758,0.0001924064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7598815,"threshold_uncertainty_score":0.9995494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02354198404168859,"score_gpt":0.3052979250888191,"score_spread":0.2817559410471305,"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."}}