{"id":"W120453693","doi":"10.1007/978-3-642-40371-2_4","title":"Development of a Feedback Model for the Self-Excited Impinging Planar Jet","year":2013,"lang":"en","type":"book-chapter","venue":"Lecture notes in mechanical engineering","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Oscillation (cell signaling); Planar; Jet (fluid); Mechanics; Nozzle; Flow (mathematics); Excited state; Tracking (education); Phase (matter); Optics; Materials science; Physics; Computer science; Chemistry; Atomic physics; Thermodynamics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002110725,0.0005651313,0.0006043942,0.0002339133,0.00004681178,0.00003358622,0.0004034576,0.0005668748,0.00003818398],"category_scores_gemma":[0.00006878584,0.0004576281,0.0002075834,0.0000790324,0.00001009495,0.00004604427,0.00006970688,0.0007482269,0.000009915752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002282807,"about_ca_system_score_gemma":0.00005166867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002459226,"about_ca_topic_score_gemma":0.0000261886,"domain_scores_codex":[0.9982719,0.000002627108,0.0006737236,0.000328248,0.0002545642,0.00046893],"domain_scores_gemma":[0.9989923,0.000413408,0.00007272108,0.00038466,0.00005277692,0.00008414873],"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":[0.000005822434,0.000006753509,1.430326e-7,0.0004444305,0.0002070347,0.000001921965,0.000211104,0.9690591,0.00253524,0.02163852,0.00002225793,0.005867694],"study_design_scores_gemma":[0.0003025934,0.00001366052,0.000001584009,0.0004075074,0.00005856012,0.000003896383,5.295543e-7,0.9910457,0.0008135295,0.003202049,0.00365898,0.0004913999],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000441714,0.00102055,0.9962354,0.00004618892,0.0004667568,0.0007659231,0.00003698521,0.0003333358,0.0006531448],"genre_scores_gemma":[0.3836374,0.0006381816,0.6125517,0.0001517853,0.0005434363,0.0004474572,0.0002023278,0.0008875337,0.0009401622],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3836837,"threshold_uncertainty_score":0.9997876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045253917589079,"score_gpt":0.1905419787092737,"score_spread":0.1800894395333829,"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."}}