{"id":"W4408914616","doi":"10.3397/1/37732","title":"Case study: Sensitivity analysis of transmission loss through treated composite panel: An experimental and numerical study","year":2025,"lang":"en","type":"article","venue":"Noise Control Engineering Journal","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université du Québec à Rimouski","funders":"","keywords":"Sensitivity (control systems); Composite number; Transmission (telecommunications); Materials science; Composite material; Engineering; Telecommunications; Electronic engineering","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":[0.0003681825,0.0003159341,0.0008380582,0.0003973041,0.0001146439,0.00008869397,0.0001203345,0.00008536133,0.00001727355],"category_scores_gemma":[0.00001413013,0.0002952509,0.0001778965,0.0006461153,0.00001730357,0.0002389127,0.0000268008,0.0004158596,4.012233e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009011165,"about_ca_system_score_gemma":0.0000121755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008747786,"about_ca_topic_score_gemma":0.000003422925,"domain_scores_codex":[0.9984112,0.0001807508,0.0005802276,0.0002610855,0.0002807877,0.0002859496],"domain_scores_gemma":[0.9991896,0.0001722612,0.00006076895,0.0002767266,0.00008132444,0.0002193195],"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":[0.0001379472,0.001202902,0.03052429,0.00001996966,0.001963045,0.004846587,0.001539038,0.5458913,0.4125144,0.000008908748,0.000002195379,0.001349386],"study_design_scores_gemma":[0.003793528,0.0006401196,0.04054196,0.0000381014,0.002953483,0.001067926,0.0008491752,0.9364462,0.01335703,0.000001417598,0.00000661585,0.0003044429],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7362821,0.0002743313,0.2628627,0.000009330075,0.00009416357,0.0003181808,0.000008548689,0.0001444231,0.000006246896],"genre_scores_gemma":[0.9988462,0.000004167876,0.001053544,0.000008549894,0.00003234652,0.00001551453,0.000002683127,0.00003444512,0.00000255188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3991573,"threshold_uncertainty_score":0.99995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01627208580205247,"score_gpt":0.272691949268441,"score_spread":0.2564198634663886,"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."}}