{"id":"W2557512305","doi":"10.1016/j.earscirev.2016.11.004","title":"Reevaluating dune scaling relations","year":2016,"lang":"en","type":"article","venue":"Earth-Science Reviews","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":177,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Scaling; Geology; Mathematics; Geometry","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":[0.003063759,0.0008260136,0.0009444768,0.001585728,0.00044916,0.002716361,0.001224782,0.0009944926,0.003703053],"category_scores_gemma":[0.009276844,0.0002784445,0.0004186397,0.001425973,0.002250083,0.004848519,0.001339507,0.00198681,0.0005008708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001454032,"about_ca_system_score_gemma":0.0006192868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005094675,"about_ca_topic_score_gemma":0.005535753,"domain_scores_codex":[0.9995245,0.0001276648,0.0000517772,0.0001265754,0.0001277071,0.00004173672],"domain_scores_gemma":[0.995401,0.002972808,0.0003042858,0.0004797834,0.0007474825,0.00009470205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001254191,0.00005786238,0.004931115,0.001275968,0.000335226,0.0002306372,0.00126433,0.01572036,0.004138891,0.5594167,0.0202125,0.392291],"study_design_scores_gemma":[0.00003185249,0.00005749826,0.01361917,0.0003892251,0.0001811051,0.0001987147,0.001213645,0.02811622,0.001633122,0.7830041,0.1714873,0.00006796378],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3491766,0.3654087,0.0948984,0.07411976,0.007674887,0.00006005353,0.0009448131,0.001010697,0.1067061],"genre_scores_gemma":[0.8752609,0.09413475,0.0177972,0.002850326,0.002428299,0.00003701178,0.0002621558,0.0002904191,0.006938829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005094675,"threshold_uncertainty_score":0.01620287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02938069220869296,"score_gpt":0.2835238712669092,"score_spread":0.2541431790582163,"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."}}