{"id":"W2187144643","doi":"","title":"Analysis of resin flow under flexible cover in vacuum assisted resin infusion (VARI)","year":2002,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Materials science; Mold; Compressibility; Composite material; Cover (algebra); Reinforcement; Permeability (electromagnetism); Flow (mathematics); Software package; Mechanics; Software; Mechanical engineering; Computer science; Engineering; 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":[0.0005103906,0.0004159383,0.000739609,0.002095489,0.00009488125,0.0001091656,0.0005293302,0.0004510343,0.0003916194],"category_scores_gemma":[0.0001561744,0.000455161,0.0002460686,0.00411372,0.00008136458,0.0003868652,0.0001490377,0.0005306364,0.00002978576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005755687,"about_ca_system_score_gemma":0.0000615436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002602242,"about_ca_topic_score_gemma":0.005655596,"domain_scores_codex":[0.9973168,0.0001143269,0.0008582043,0.0004581855,0.0005109416,0.0007415827],"domain_scores_gemma":[0.9983097,0.0002183493,0.000174699,0.0009990224,0.00009954406,0.0001987425],"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":[0.00008134419,0.0003705973,0.05962445,0.0002733471,0.0005500086,0.00006650566,0.0004408894,0.9003516,0.02657566,0.001366549,0.004880956,0.005418039],"study_design_scores_gemma":[0.0005054371,0.00005484153,0.2432157,0.0001638537,0.000223728,0.00001365519,0.00003335537,0.7246802,0.02942208,0.0004655313,0.0007510149,0.0004705636],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7025979,0.00578709,0.2810106,0.001308988,0.0001676432,0.0007566025,0.0001079453,0.002098111,0.006165189],"genre_scores_gemma":[0.9725848,0.0005878907,0.02463374,0.0002610285,0.00004434563,0.0001358973,0.00003714637,0.0001106405,0.001604458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.269987,"threshold_uncertainty_score":0.99979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631589412497852,"score_gpt":0.2297332334966366,"score_spread":0.2134173393716581,"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."}}