{"id":"W2233754172","doi":"","title":"A semi-empirical model to predict the acoustic behaviour of fully and partially reticulated polyurethane foams based on microstructure properties","year":2012,"lang":"en","type":"preprint","venue":"Espace ÉTS (ETS)","topic":"Acoustic Wave Phenomena Research","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polyurethane; Materials science; Isotropy; Composite material; Microstructure; Characterization (materials science); Work (physics); Porosity; Mechanical engineering; Nanotechnology; Engineering; Optics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005104827,0.0005785073,0.0005916333,0.0002120404,0.00009196827,0.0001065249,0.0005764059,0.0005563379,0.00005118915],"category_scores_gemma":[0.0002981781,0.0004120656,0.0001234983,0.0002268516,0.0002275301,0.00004173444,0.0006256945,0.001411267,0.000011443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002290377,"about_ca_system_score_gemma":0.0002749031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004088946,"about_ca_topic_score_gemma":0.0000436896,"domain_scores_codex":[0.9972739,0.0001416897,0.0004381405,0.0005608538,0.0008101716,0.0007752301],"domain_scores_gemma":[0.9981083,0.0001263323,0.0001029668,0.001085882,0.0001963005,0.0003802615],"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":[0.0002953176,0.00005386586,0.001024685,0.0005319709,0.00009122759,0.000008732878,0.002049014,0.9141204,0.07922868,0.000004348474,0.002450999,0.0001407413],"study_design_scores_gemma":[0.0004784488,0.0001478335,0.006178332,0.0004536511,0.0002030784,0.0000121799,0.0001351408,0.9849896,0.006784878,0.00005199978,0.00006591493,0.0004989452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555439,0.0009866022,0.03838128,0.001831614,0.0005015068,0.001911097,0.0003498876,0.0002482064,0.000245874],"genre_scores_gemma":[0.9972679,0.00002553951,0.001521814,0.0001538111,0.0002853861,0.0001567302,0.00004520254,0.0001586908,0.0003849394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0724438,"threshold_uncertainty_score":0.9998331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02795352263185574,"score_gpt":0.2658747409733269,"score_spread":0.2379212183414711,"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."}}