{"id":"W3104215196","doi":"10.1017/jfm.2020.758","title":"Flapping of heavy inverted flags: a fluid-elastic instability","year":2020,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; École de Technologie Supérieure; McGill University","funders":"","keywords":"Flapping; Instability; FLAGS register; Mechanics; Physics; Aerospace engineering; Engineering; Computer science","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":[0.0003540795,0.0001578354,0.0004635614,0.0001717046,0.0000338083,0.00002725124,0.0002378177,0.00009724245,0.0001121806],"category_scores_gemma":[0.0003408824,0.0001486273,0.0002596532,0.0005796683,0.00001298227,0.0002180323,0.00003920148,0.000262232,0.000009991334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008276942,"about_ca_system_score_gemma":0.00008869886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003268592,"about_ca_topic_score_gemma":0.000007304524,"domain_scores_codex":[0.9984392,0.00004669585,0.0008805295,0.0001094692,0.0003522053,0.0001718799],"domain_scores_gemma":[0.9990843,0.00006283115,0.0001696298,0.0001717312,0.0002915638,0.0002199727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009601385,0.00006398857,0.00005314126,0.0002819464,0.0003673654,0.00001345932,0.0009351405,0.2112336,0.7793898,0.004376271,0.001739985,0.001449333],"study_design_scores_gemma":[0.0004442871,0.0001729152,0.00003418096,0.00005461408,0.0001045211,0.00001032075,0.000191712,0.9698704,0.02794511,0.0003719472,0.0006710647,0.000128887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3474264,0.0005026805,0.6508455,0.0004904526,0.0004167557,0.00008567113,0.00001274313,0.0000569584,0.0001627739],"genre_scores_gemma":[0.9965695,0.0003204332,0.002695185,0.0002595528,0.0001201559,9.147859e-7,0.000003324989,0.00002684777,0.000004135098],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7586368,"threshold_uncertainty_score":0.6060845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01511258356450423,"score_gpt":0.2073425790924581,"score_spread":0.1922299955279539,"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."}}