{"id":"W3217339080","doi":"","title":"Microscopic and mesoscopic approaches for describing and building sound absorbing porous materials","year":2004,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Acoustic Wave Phenomena Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Mesoscopic physics; Porous medium; Sound (geography); Acoustics; Computer science; Porosity; Materials science; Physics; Composite material; Condensed matter physics","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":[0.002807587,0.0003485822,0.0004294157,0.0001928224,0.0002993621,0.000728045,0.0004813219,0.0002538996,0.00001778211],"category_scores_gemma":[0.0005478256,0.0003961041,0.00005103326,0.0001156052,0.0002137819,0.0001198369,0.0009442248,0.0004077655,0.000002459827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002558665,"about_ca_system_score_gemma":0.0001057665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002956099,"about_ca_topic_score_gemma":0.0001053823,"domain_scores_codex":[0.9976956,0.0005668563,0.0004307085,0.0006198511,0.0002168903,0.0004701207],"domain_scores_gemma":[0.9977531,0.00078613,0.0001421132,0.0008228776,0.000335122,0.0001606687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005069195,0.0004374574,0.002523351,0.01502648,0.0008496045,0.00001824529,0.0400658,0.01700475,0.7446265,0.1122071,0.0002899335,0.0669001],"study_design_scores_gemma":[0.003348173,0.000002855215,0.003520442,0.01120571,0.0003046541,0.00007282755,0.001025049,0.1491474,0.7313799,0.09713258,0.0005424895,0.002317982],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6594993,0.003228594,0.3345927,0.0004454112,0.0001661567,0.0006755698,0.00007229068,0.0002010317,0.001118949],"genre_scores_gemma":[0.8940295,0.0004622022,0.1047829,0.0000106695,0.00003464406,0.0001497172,0.0001319963,0.00008944322,0.0003088784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2345303,"threshold_uncertainty_score":0.9998491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04399516581174596,"score_gpt":0.241892775957071,"score_spread":0.1978976101453251,"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."}}