{"id":"W2100602817","doi":"10.5194/npg-12-871-2005","title":"Stochastic parametric resonance in shear flows","year":2005,"lang":"en","type":"article","venue":"Nonlinear processes in geophysics","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vorticity; Shear flow; Instability; Mechanics; Shear (geology); Physics; Amplitude; Vortex; Barotropic fluid; Classical mechanics; Mathematical analysis; Mathematics; Geology; Quantum mechanics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0000989972,0.0002009521,0.0002363946,0.0002257295,0.00002119582,0.00003144398,0.0002243873,0.0000989109,0.00001464654],"category_scores_gemma":[0.0001007707,0.0002167666,0.00003292583,0.001593068,0.00002181279,0.0002158227,0.00003728378,0.0003469579,0.00012968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001085731,"about_ca_system_score_gemma":0.00006545231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002868433,"about_ca_topic_score_gemma":0.0003437868,"domain_scores_codex":[0.9988506,0.000009203038,0.0003108339,0.0002461572,0.0002009171,0.0003823263],"domain_scores_gemma":[0.9995481,0.00009474674,0.00002183828,0.0002319327,0.00005188549,0.00005146232],"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":[0.000008813628,0.0001306638,0.0004038023,0.0001653022,0.000003933611,0.00000860154,0.0001670828,0.9695868,0.00003098491,0.0001669597,0.00003351082,0.02929358],"study_design_scores_gemma":[0.000364546,0.00002206589,0.001302889,0.0001013517,0.000003394073,0.000001453894,0.000009448023,0.9945642,0.00009775132,0.0004410325,0.002847249,0.0002446029],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992289,0.004205021,0.00183412,0.00005366216,0.0002252312,0.0002440812,0.0000278759,0.000171012,0.0009500041],"genre_scores_gemma":[0.9906004,0.0003658996,0.008452982,0.00005428883,0.0003367293,0.00004389027,0.00002232539,0.00005429705,0.00006920897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02904898,"threshold_uncertainty_score":0.8839487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007385645927121184,"score_gpt":0.2182036647622806,"score_spread":0.2108180188351594,"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."}}