{"id":"W2089903910","doi":"10.1139/l06-041","title":"Book Review / Critique de livre : Numerical models in fluid structure interaction","year":2006,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Fluid dynamics and aerodynamics studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Fluid–structure interaction; Engineering; Structural engineering; Finite element method","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":[0.0001125683,0.0001550381,0.0002745634,0.000261679,0.00002559685,0.00003031476,0.0001283648,0.00006632235,0.00009274805],"category_scores_gemma":[0.00003650115,0.0001666146,0.00007931069,0.000182051,0.000009106901,0.0002536698,0.000005734267,0.0003747561,8.385286e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004825401,"about_ca_system_score_gemma":0.0001174526,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007832095,"about_ca_topic_score_gemma":0.05352405,"domain_scores_codex":[0.9991291,0.00001032236,0.0003770259,0.00007331017,0.00008497811,0.0003252644],"domain_scores_gemma":[0.9996,0.00002634647,0.00003386506,0.00008822035,0.00006382263,0.0001877334],"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":[6.104825e-7,0.00000217888,0.0000627121,0.0002621235,0.00001648409,0.0001019869,0.00004958081,0.9678764,0.000583528,0.0004775906,0.03047672,0.00009002553],"study_design_scores_gemma":[0.0001335339,0.00001775502,0.0007427339,0.001614022,0.00001828138,0.0002518866,0.00001092857,0.9661875,0.00003238047,0.000330047,0.0304492,0.0002116617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02243773,0.7872719,0.1832935,0.001276972,0.001681546,0.0002410417,0.00005893265,0.00009016736,0.003648138],"genre_scores_gemma":[0.9920595,0.00693448,0.0003804245,0.0003753511,0.0001665384,0.000002810078,0.000004222213,0.00004090092,0.00003583128],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9696217,"threshold_uncertainty_score":0.9637467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003396211972316097,"score_gpt":0.1853360446867313,"score_spread":0.1819398327144152,"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."}}