{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002298294,0.0003185399,0.0004802355,0.0001164059,0.000100812,0.0001003651,0.000644529,0.0001446118,0.009751764],"category_scores_gemma":[0.00001164129,0.0002143051,0.0002229457,0.0001338767,0.00009405127,0.0001176202,0.0001164546,0.0004526724,0.00001589556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007962825,"about_ca_system_score_gemma":0.0001460713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001126563,"about_ca_topic_score_gemma":0.0007263866,"domain_scores_codex":[0.9983175,0.00005454027,0.000229974,0.0005258284,0.0005294493,0.0003426435],"domain_scores_gemma":[0.9991342,0.00006555359,0.0002410498,0.0003652558,0.00003851769,0.0001553645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007054523,0.0001950161,0.6884225,0.006041433,0.0006051611,0.0006954281,0.003950134,0.0409881,0.00001573293,0.0001194189,0.01301715,0.2452445],"study_design_scores_gemma":[0.001564426,0.002717372,0.6933374,0.0007421941,0.000531373,0.0001629842,0.0181457,0.06063351,0.001783786,0.001054497,0.2167834,0.002543348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729587,0.001467719,0.002599573,0.006462392,0.001870551,0.0008734346,0.0007596063,0.0001464754,0.01286153],"genre_scores_gemma":[0.9710901,0.0002332541,0.0006144457,0.0002873441,0.0001514964,0.00001037858,0.0004237021,0.000008934573,0.02718039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2427011,"threshold_uncertainty_score":0.9911535,"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."}}