{"id":"W183300032","doi":"10.1533/9780857093714.4.588","title":"Flow modeling in composite reinforcements","year":2011,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Fender; Finite element method; Flow (mathematics); Transfer molding; Composite number; Molding (decorative); Computer simulation; Mechanical engineering; Materials science; Computer science; Engineering; Mechanics; Mold; Structural engineering; Composite material; Simulation; 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":[0.0001084212,0.000469445,0.0004823628,0.0002655555,0.00003816933,0.00003790012,0.0003377732,0.0003458472,0.0001597674],"category_scores_gemma":[0.000004523443,0.000523272,0.0001126669,0.00001351105,0.00003328563,0.00007110581,0.0001006439,0.0006100481,0.0002928542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001288609,"about_ca_system_score_gemma":0.00003287738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001206454,"about_ca_topic_score_gemma":0.0000270947,"domain_scores_codex":[0.9985413,0.000005180667,0.0005430385,0.0003067989,0.000245839,0.0003578642],"domain_scores_gemma":[0.9993185,0.00001668884,0.00006428977,0.000457884,0.00004834326,0.00009428087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001214112,0.000003391683,0.000006705875,0.000877498,0.0001241497,0.000062901,0.0005132163,0.07478601,0.00004608133,0.0007588475,0.0000359128,0.9227731],"study_design_scores_gemma":[0.0007178073,0.0000441625,0.000004567201,0.004585594,0.00013382,0.00002771562,0.00000409422,0.2431128,0.0006291022,0.02126973,0.7276409,0.001829711],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000160237,0.002191747,0.0003340898,0.000001727885,0.0003828533,0.0003055344,0.00001050842,0.0003245713,0.9962887],"genre_scores_gemma":[0.0187322,0.0004517739,0.001562813,0.00004987603,0.0001821518,0.00003948901,0.0000301524,0.0002650391,0.9786865],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9209434,"threshold_uncertainty_score":0.9997219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02978563427595141,"score_gpt":0.2193477078938122,"score_spread":0.1895620736178608,"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."}}