{"id":"W4307801519","doi":"10.1002/essoar.10512746.1","title":"How fast or how many? Sources of intermittent sediment transport","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Aeolian processes and effects","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Army Research Laboratory; National Aeronautics and Space Administration","keywords":"Sediment transport; Sediment; Environmental science; Business; Geology; Hydrology (agriculture); Computer science; Geomorphology; Geotechnical engineering","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":[0.0008392503,0.0003242682,0.0007058605,0.00124026,0.0006497576,0.001957238,0.0006710312,0.001027704,0.001971399],"category_scores_gemma":[0.008403905,0.0005680948,0.0003676239,0.001417851,0.0008500577,0.002860895,0.00104237,0.0006878689,0.0003563131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008246605,"about_ca_system_score_gemma":0.00030816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002726508,"about_ca_topic_score_gemma":0.001776657,"domain_scores_codex":[0.9995649,0.00006450187,0.00002860662,0.0001534363,0.0001166848,0.00007184409],"domain_scores_gemma":[0.9962912,0.001685107,0.0009530954,0.0004457089,0.0004060613,0.0002188838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007099697,0.0001823573,0.4434291,0.000887916,0.0006671238,0.00244887,0.002373154,0.09016035,0.03327271,0.1597856,0.01475283,0.2513299],"study_design_scores_gemma":[0.00008122403,0.0001032928,0.2517858,0.0003304003,0.0003497015,0.001802574,0.001974071,0.3427632,0.01086282,0.3658325,0.02388308,0.000231352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9082515,0.003722621,0.07046345,0.004308618,0.0001717258,0.00002995821,0.0008889779,0.0005832796,0.01157991],"genre_scores_gemma":[0.9947665,0.0004775292,0.003554137,0.0001027362,0.0001059646,0.00001310784,0.000157354,0.0000740974,0.0007485092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002726508,"threshold_uncertainty_score":0.006594956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01792219322981105,"score_gpt":0.2124840151660809,"score_spread":0.1945618219362699,"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."}}