{"id":"W4393211500","doi":"","title":"Locally heterogeneous three-dimensional fibrous media : Representative elementary volumes and calculation of acoustic properties","year":2023,"lang":"en","type":"dissertation","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Acoustic Wave Phenomena Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Association Nationale de la Recherche et de la Technologie","keywords":"Materials science; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003679438,0.0003032225,0.000324924,0.0004872759,0.0001696801,0.0008160018,0.0004467832,0.0004433585,0.0005195772],"category_scores_gemma":[0.001313763,0.0002396016,0.0004127914,0.000294416,0.0004723122,0.000680259,0.0003405025,0.0003412363,0.0001343845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003689593,"about_ca_system_score_gemma":0.0002661171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006296493,"about_ca_topic_score_gemma":0.0006119912,"domain_scores_codex":[0.9998964,0.00002589963,0.000006182531,0.00002660937,0.00003269315,0.00001227211],"domain_scores_gemma":[0.9995582,0.0003065419,0.00005047271,0.00003553844,0.00003591216,0.00001337018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004498084,0.00004293518,0.001680688,0.000134836,0.00001578965,0.0001435791,0.0001463528,0.855009,0.07233612,0.03823072,0.0001452617,0.03206972],"study_design_scores_gemma":[0.000001652978,0.00001350085,0.0003473449,0.000004761805,0.000003041208,0.0000270167,0.00001798861,0.9889466,0.00706878,0.002992134,0.0005715881,0.000005648289],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1360581,0.0002068386,0.8603933,0.00003542284,0.00001325259,0.00005948282,0.00006662375,0.0001326701,0.003034327],"genre_scores_gemma":[0.7720333,0.0004764642,0.224832,0.00001914884,0.00001592257,0.0001526991,0.0001256422,0.00009093894,0.002253827],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0008160018,"threshold_uncertainty_score":0.002676964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01644777229553388,"score_gpt":0.2348268701108497,"score_spread":0.2183790978153158,"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."}}