{"id":"W4403286590","doi":"10.1016/j.jsv.2024.118771","title":"Shape considerations for the design of propellers with trailing edge serrations","year":2024,"lang":"en","type":"article","venue":"Journal of Sound and Vibration","topic":"Aerodynamics and Acoustics in Jet Flows","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds de recherche du Québec – Nature et technologies; Alliance de recherche numérique du Canada; Université de Sherbrooke","keywords":"Trailing edge; Enhanced Data Rates for GSM Evolution; Marine engineering; Structural engineering; Engineering; Aerospace engineering; Acoustics; Mathematics; Physics; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001760806,0.0000450336,0.00006520319,0.00003130758,0.00008472681,0.0000947951,0.00002183429,0.00002172152,0.000009880573],"category_scores_gemma":[0.00002908871,0.00002658028,0.00002254213,0.00004998923,0.00002565575,0.0001628443,0.000001962311,0.0000760126,1.66479e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007267836,"about_ca_system_score_gemma":0.00004081222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.813922e-7,"about_ca_topic_score_gemma":0.00000429944,"domain_scores_codex":[0.9996889,0.000006649072,0.0001698582,0.00003218817,0.00005923611,0.0000431536],"domain_scores_gemma":[0.9995486,0.000297179,0.00003384228,0.00003017058,0.00007467409,0.00001549141],"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":[0.000009882747,0.000007211807,0.000008821654,0.00008377025,0.00008696686,0.000001376028,0.0009244379,0.9718431,0.01695279,0.007899431,0.0005301978,0.001651983],"study_design_scores_gemma":[0.0001066856,0.00008998931,0.00004698196,0.00005113281,0.00006280571,0.00003230093,0.0002941002,0.9936403,0.0003686459,0.005125958,0.0001444753,0.00003659707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03301062,0.000704824,0.9655725,0.0002604019,0.0002139334,0.0001373511,0.00000653039,0.0000106204,0.00008318978],"genre_scores_gemma":[0.9800887,0.0001264969,0.01959969,0.00001311893,0.0001444842,0.000002776013,9.772629e-7,0.000009147746,0.00001461112],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.947078,"threshold_uncertainty_score":0.1083913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03373772619851089,"score_gpt":0.240629598118721,"score_spread":0.2068918719202101,"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."}}