{"id":"W2896127220","doi":"","title":"Modèle microstructural pour la prédiction de l'absorption sonore de mousses métalliques perforées à cellules fermées","year":2010,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"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":[0.002390539,0.0007620506,0.0005706753,0.0002603795,0.0006354034,0.0009780552,0.001266741,0.001055415,0.0004188652],"category_scores_gemma":[0.0003662274,0.0008674971,0.0004635954,0.0002545526,0.0004217938,0.000283046,0.000730927,0.001933913,0.00005279461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000511237,"about_ca_system_score_gemma":0.0004258037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004645136,"about_ca_topic_score_gemma":0.004677047,"domain_scores_codex":[0.9939303,0.003260362,0.0007061785,0.000886872,0.0003865146,0.0008298],"domain_scores_gemma":[0.9957579,0.0008665104,0.0003994176,0.001565878,0.001062519,0.0003477735],"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":[0.00003436644,0.000218157,0.005770565,0.0006538316,0.0002033001,0.000014564,0.01464904,0.008591684,0.8503058,0.07915524,0.0005193169,0.03988416],"study_design_scores_gemma":[0.0005362036,0.000001098096,0.03012067,0.001304536,0.0001777719,0.0002555255,0.0003224689,0.1733852,0.7590403,0.01754027,0.01639454,0.0009213942],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.820391,0.003128974,0.160076,0.003871727,0.0005448268,0.0004149744,0.0001340168,0.000561267,0.01087726],"genre_scores_gemma":[0.8639643,0.001987244,0.1235989,0.00003453682,0.0001859919,0.0000685674,0.0008192953,0.0001399749,0.009201153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1647936,"threshold_uncertainty_score":0.9993775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009445320844531414,"score_gpt":0.2044041668036378,"score_spread":0.1949588459591064,"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."}}