{"id":"W2336287105","doi":"10.3166/rcma.25.161-179","title":"Une approche modulaire pour la simulation numérique des composites stratiﬁés","year":2015,"lang":"fr","type":"article","venue":"Revue des composites et des matériaux avancés","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Composite material; Materials science; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005597931,0.0007417816,0.0007053168,0.0002265097,0.0003464129,0.0005355551,0.0004285864,0.0004703248,0.0001116888],"category_scores_gemma":[0.0001923473,0.0007750341,0.00021165,0.0005242182,0.000374075,0.001143604,0.0001420991,0.0005709793,0.0002097563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005198625,"about_ca_system_score_gemma":0.000109096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000386123,"about_ca_topic_score_gemma":0.0002895345,"domain_scores_codex":[0.9971014,0.0003398111,0.000817832,0.0006305634,0.0003375805,0.0007728139],"domain_scores_gemma":[0.9976665,0.0004817962,0.0002664612,0.0005273875,0.0005911883,0.0004667042],"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":[0.00008044705,0.0002673956,0.002070892,0.004815407,0.0001745227,0.00006242418,0.01054301,0.958886,0.001947124,0.004219999,0.0003649234,0.01656784],"study_design_scores_gemma":[0.0009913393,0.0001578844,0.002500134,0.00169298,0.0001130361,0.0002192012,0.0004641187,0.9528198,0.006413315,0.02823861,0.005515238,0.000874392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1063723,0.008445075,0.869118,0.0005316617,0.0005328596,0.0005587135,0.00005858188,0.000598756,0.01378407],"genre_scores_gemma":[0.6212278,0.001269443,0.3726471,0.0000288438,0.0003723631,0.00004213523,0.0001973602,0.0001733551,0.004041592],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5148555,"threshold_uncertainty_score":0.9994701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06368277489361936,"score_gpt":0.2808847624431114,"score_spread":0.217201987549492,"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."}}