{"id":"W2528335268","doi":"10.11159/ffhmt16.169","title":"Effect of Downstream Flapping Plate on the Flow Field Characteristics behind a Circular Cylinder","year":2016,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flapping; Cylinder; Mechanics; Downstream (manufacturing); Flow (mathematics); Field (mathematics); Physics; Aerospace engineering; Engineering; Mechanical engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002378271,0.0001757389,0.0002216449,0.00009338323,0.00005088103,0.00005431278,0.0003083608,0.0000850719,0.000187581],"category_scores_gemma":[0.00006277207,0.00009135817,0.0001368272,0.00006453697,0.00005849248,0.0001012154,0.00002082588,0.000136696,0.000004810979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002744225,"about_ca_system_score_gemma":0.0000116784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005189317,"about_ca_topic_score_gemma":0.000001605377,"domain_scores_codex":[0.9991021,0.000009176794,0.0002794707,0.0001680388,0.0003082169,0.000132976],"domain_scores_gemma":[0.9995335,0.0001482385,0.0000200988,0.0001001833,0.0001571763,0.00004083711],"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":[0.0002109572,0.00003003956,0.001267155,0.0001339707,0.0003197409,4.993466e-7,0.000302863,0.0003161785,0.9625162,0.02773445,0.0002432943,0.006924612],"study_design_scores_gemma":[0.0006997334,0.0002340894,0.0005601093,0.0005002465,0.00008401297,0.000002497998,0.00003413942,0.5275382,0.4693972,0.000554399,0.0002131631,0.000182249],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805203,0.00001671628,0.007153325,0.004013763,0.0003059747,0.0002327429,0.00007928393,0.00003324304,0.007644649],"genre_scores_gemma":[0.9993944,0.0002165428,0.00005397404,0.0001446078,0.00005251643,0.00002059015,0.00000425725,0.00001504325,0.0000980901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.527222,"threshold_uncertainty_score":0.3725478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009919296381776384,"score_gpt":0.2091420014695188,"score_spread":0.1992227050877424,"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."}}