{"id":"W2795655823","doi":"10.1002/2018jf004629","title":"Modeling the Mechanisms Behind Yardang Evolution","year":2018,"lang":"en","type":"article","venue":"Journal of Geophysical Research Earth Surface","topic":"Aeolian processes and effects","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Aeolian processes; Suite; Arid; Geology; Field (mathematics); Erosion; Earth science; Water erosion; Work (physics); Archaeology; Geography; Geomorphology; Paleontology; Engineering; Mathematics","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":[0.002584137,0.0001037979,0.0001845813,0.00007021783,0.0005418176,0.0001347765,0.0004683132,0.00005994086,0.0004256049],"category_scores_gemma":[0.0003877796,0.00005953532,0.0001101252,0.0003910463,0.0002540081,0.0004101018,0.0000379189,0.0007163943,0.0007238874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009057096,"about_ca_system_score_gemma":0.0002377197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001683749,"about_ca_topic_score_gemma":0.0007453819,"domain_scores_codex":[0.997431,0.0003343335,0.0002568843,0.0001573437,0.001289749,0.000530622],"domain_scores_gemma":[0.9982725,0.0004669363,0.00008842142,0.0001835394,0.0007470517,0.0002414872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003995998,0.0005348398,0.02702583,0.0003172002,0.0005186609,0.0004744605,0.00600909,0.7161654,0.02676649,0.01158355,0.01122583,0.1953827],"study_design_scores_gemma":[0.0002821815,0.001535987,0.03240955,0.00007583257,0.00001347301,0.00004391391,0.0004517606,0.9276138,0.001329881,0.03492373,0.001200741,0.0001191751],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824927,0.0004722334,0.01412423,0.001011159,0.0002994142,0.0001201327,0.000006043053,0.000008557481,0.001465471],"genre_scores_gemma":[0.9972909,0.00004785409,0.001282701,0.00006114969,0.0008712772,1.444765e-7,0.000001262747,0.000004704836,0.0004400063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2114484,"threshold_uncertainty_score":0.9304349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04229040834429081,"score_gpt":0.3091270921626931,"score_spread":0.2668366838184023,"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."}}