{"id":"W3027302971","doi":"10.1017/jfm.2020.389","title":"Instability and cross-boundary-layer transport by shoaling internal waves over realistic slopes","year":2020,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Calgary","funders":"","keywords":"Shoaling and schooling; Internal wave; Instability; Mechanics; Boundary layer; Geology; Physics; Oceanography","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":[0.0003309377,0.0001140592,0.0002402027,0.00001365985,0.0001646992,0.0000767261,0.0001532697,0.00004795942,0.0008755012],"category_scores_gemma":[0.0001407755,0.0000873352,0.00008609826,0.0001251342,0.0000423872,0.0002708517,0.00001208845,0.0001981057,0.000003027728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007706138,"about_ca_system_score_gemma":0.0000601401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003174532,"about_ca_topic_score_gemma":0.0003118051,"domain_scores_codex":[0.9989425,0.00002546214,0.0004471053,0.000140604,0.0002796389,0.000164679],"domain_scores_gemma":[0.9993805,0.00009585556,0.0001611387,0.00006779741,0.0001075553,0.0001872133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008965558,0.00009040365,0.9303567,0.0001980217,0.0003229382,0.0001564821,0.004618902,0.005618142,0.006227096,0.0007916444,0.008917513,0.04180554],"study_design_scores_gemma":[0.001641464,0.001191756,0.7368625,0.0000941304,0.0001767201,0.0001112615,0.001387644,0.09673887,0.0006886272,0.002351189,0.1582883,0.0004675146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807445,0.0031179,0.01442617,0.0009232733,0.0004252585,0.00006061829,0.0001326739,0.0000101076,0.0001594876],"genre_scores_gemma":[0.9963657,0.0009919339,0.001462042,0.0009286305,0.0002059568,1.307259e-7,0.00001112786,0.000004036522,0.00003044489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1934942,"threshold_uncertainty_score":0.9586124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02710497890371212,"score_gpt":0.2538247655563695,"score_spread":0.2267197866526574,"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."}}