{"id":"W2318500736","doi":"10.3166/rcma.21.173-191","title":"A fast numerical approach to the flow tracking applied to the simulation of resin transfer moulding","year":2011,"lang":"fr","type":"article","venue":"Revue des composites et des matériaux avancés","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Flow (mathematics); Tracking (education); Injection moulding; Materials science; Computer science; Mechanics; Composite material; Physics; Psychology","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":[0.0007282623,0.0005172139,0.0006202221,0.0001906434,0.0003639152,0.0002037554,0.0008705306,0.000205669,0.0000620614],"category_scores_gemma":[0.000180542,0.0003818869,0.0002042012,0.0009936988,0.0001955338,0.0002789605,0.0001497823,0.000555425,0.0001551318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001965508,"about_ca_system_score_gemma":0.0000410637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001308257,"about_ca_topic_score_gemma":0.00009633379,"domain_scores_codex":[0.9973486,0.0002192552,0.00077461,0.0005508608,0.0003623584,0.0007443366],"domain_scores_gemma":[0.9979965,0.000697278,0.00008866781,0.0007767978,0.0002133992,0.0002273659],"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":[0.0001572487,0.0001921222,0.0002688019,0.002270043,0.0001475282,0.000006136309,0.0335236,0.9028391,0.005167936,0.003559945,0.00008652667,0.05178101],"study_design_scores_gemma":[0.0004814974,0.0001932235,0.00614637,0.001645525,0.0002969858,0.0001042889,0.0006020168,0.950775,0.03012263,0.001206637,0.007643498,0.0007823758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0416024,0.003342498,0.9437672,0.0005334817,0.0004277077,0.001246942,0.00005177693,0.0002053868,0.008822599],"genre_scores_gemma":[0.7720165,0.0001446175,0.226873,0.0001169824,0.000316478,0.00011682,0.00001214759,0.0001427047,0.0002607583],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7304142,"threshold_uncertainty_score":0.9998633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.110080754481791,"score_gpt":0.279227167256211,"score_spread":0.16914641277442,"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."}}