{"id":"W2332778842","doi":"10.1017/jfm.2015.135","title":"Flow in a meandering channel","year":2015,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Vortex; Mechanics; Drag; Instability; Wavelength; Physics; Scalar (mathematics); Pressure gradient; Transverse plane; Geometry; Open-channel flow; Flow (mathematics); Channel (broadcasting); Classical mechanics; Optics; Mathematics; Telecommunications","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":[0.000113112,0.0002123827,0.0003577941,0.0003757999,0.0002685146,0.0004746561,0.0001970317,0.0002671685,0.0006602061],"category_scores_gemma":[0.0001800481,0.00009740895,0.0002521252,0.0002244463,0.0004163192,0.0002646915,0.0002277374,0.0001646759,0.000069644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003230935,"about_ca_system_score_gemma":0.0004094898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001417302,"about_ca_topic_score_gemma":0.0005687203,"domain_scores_codex":[0.99994,0.00001416828,0.000002343283,0.00001473008,0.00001304416,0.00001570921],"domain_scores_gemma":[0.9999335,0.00002034085,0.00001370397,0.000005265458,0.00001842938,0.000008675892],"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":[0.0003239358,0.0001247805,0.005924376,0.0001536089,0.00003340279,0.0006217586,0.0001820254,0.612573,0.3138997,0.03155656,0.000618431,0.03398844],"study_design_scores_gemma":[0.00004420509,0.0002984036,0.007101127,0.00001220726,0.00002598284,0.0002721666,0.00005082223,0.9609938,0.02200853,0.006943158,0.002216323,0.00003321821],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504304,0.0004961354,0.04431152,0.00006490142,0.00001751173,0.000031734,0.0000771837,0.0001745831,0.004395877],"genre_scores_gemma":[0.9897553,0.0002470593,0.008609539,0.00001941688,0.0000137581,0.000011902,0.00004766929,0.000008626834,0.001286632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001417302,"threshold_uncertainty_score":0.002818048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02979060649462651,"score_gpt":0.2172251828133214,"score_spread":0.1874345763186949,"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."}}