{"id":"W4206854108","doi":"","title":"Computation of wave dispersion characteristics in periodic porous materials modeled as equivalent fluids","year":2018,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Acoustic Wave Phenomena Research","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Computation; Dispersion (optics); Porous medium; Porosity; Materials science; Computer science; Mechanics; Acoustics; Composite material; Physics; Optics; Algorithm","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":[0.003411616,0.0003511991,0.000608011,0.0003387547,0.0001015458,0.0001989504,0.0006919605,0.0003066426,0.0002604966],"category_scores_gemma":[0.0006613956,0.000395868,0.0001017227,0.0002693009,0.0002491336,0.0001009341,0.001076324,0.0004734984,0.00005469397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003973019,"about_ca_system_score_gemma":0.0002008509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005086312,"about_ca_topic_score_gemma":0.00006205562,"domain_scores_codex":[0.9958657,0.001768606,0.0008631725,0.0005200615,0.0005609661,0.0004215096],"domain_scores_gemma":[0.9966821,0.0004152703,0.0002841978,0.0011652,0.001309145,0.000144076],"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":[0.0002081786,0.001697301,0.002189839,0.006404852,0.0004441887,0.00004967291,0.04343732,0.01227929,0.8545493,0.01214995,0.001213454,0.06537663],"study_design_scores_gemma":[0.0007119959,0.000002395281,0.005846923,0.003493559,0.00005632074,0.000007002977,0.0001966971,0.8233982,0.1617655,0.003729861,0.0001363404,0.0006551464],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8650855,0.0003925722,0.1281978,0.0003596212,0.0003641865,0.0006084708,0.0002050313,0.0001693491,0.004617394],"genre_scores_gemma":[0.9859102,0.0007299231,0.0116388,0.000008116554,0.00004189361,0.00006213635,0.0009645223,0.00008183426,0.0005625286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.811119,"threshold_uncertainty_score":0.9998493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02092102544350314,"score_gpt":0.2462081207630189,"score_spread":0.2252870953195158,"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."}}