{"id":"W2910873720","doi":"10.1017/jfm.2018.971","title":"The onset of transient turbulence in minimal plane Couette flow","year":2019,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Homoclinic orbit; Physics; Reynolds number; Turbulence; Laminar flow; Attractor; Saddle; Annulus (botany); Mathematical analysis; Geometry; Mechanics; Mathematics; Bifurcation; Quantum mechanics","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":[0.0005387089,0.0001242255,0.0002642739,0.0001057483,0.0000185457,0.00001750997,0.0002928306,0.00007556249,0.00003241103],"category_scores_gemma":[0.00002383736,0.00008973846,0.0001167425,0.0001403148,0.000009478894,0.00008466165,0.00001559105,0.0002898255,0.00001058669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006033502,"about_ca_system_score_gemma":0.00004517757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001993991,"about_ca_topic_score_gemma":0.00001184416,"domain_scores_codex":[0.9988015,0.000024235,0.000559419,0.00007378982,0.0003238606,0.000217159],"domain_scores_gemma":[0.9994754,0.0001066516,0.00009462172,0.0001869372,0.00007410695,0.00006226739],"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":[0.0003175079,0.0001128042,0.0001664276,0.0001832787,0.0001536371,0.0001214824,0.0007342825,0.8837686,0.1023416,0.00310357,0.004133422,0.004863363],"study_design_scores_gemma":[0.0006600055,0.0002218968,0.0002825787,0.0001265288,0.00001770456,0.0001032876,0.00004222541,0.9918967,0.003200635,0.0002649435,0.003079856,0.0001036212],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930958,0.001904223,0.00295307,0.0001587571,0.001542387,0.0001266632,0.00002654276,0.00001089546,0.0001816913],"genre_scores_gemma":[0.9973713,0.001601848,0.0008838276,0.00003224795,0.00004925911,0.000001069735,0.000001771761,0.00002016139,0.00003851498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1081281,"threshold_uncertainty_score":0.3659428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004405546865103674,"score_gpt":0.182071521574452,"score_spread":0.1776659747093483,"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."}}