{"id":"W4225713782","doi":"10.1002/pc.26637","title":"Simultaneous characterization of preform expansion and permeability in vacuum assisted resin infusion","year":2022,"lang":"en","type":"article","venue":"Polymer Composites","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Polytechnique Montréal","funders":"Fonds National de la Recherche Luxembourg; Institution of Engineering and Technology; Luxembourg Institute of Science and Technology","keywords":"Materials science; Composite material; Mold; Thermosetting polymer; Permeability (electromagnetism); Isotropy; Compressibility; Transfer molding; Composite number; Glass fiber; Workbench; Reinforcement; Mechanical engineering; Mechanics","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":[],"consensus_categories":[],"category_scores_codex":[0.0000884262,0.0001060887,0.0001593097,0.0001279747,0.00007451476,0.00001402969,0.00009664693,0.00003390564,0.00004546852],"category_scores_gemma":[0.0000182478,0.0001108833,0.00001838529,0.0002416332,0.00002779725,0.0001022788,0.0001144478,0.0001283184,7.24748e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006077228,"about_ca_system_score_gemma":0.00001246442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004734232,"about_ca_topic_score_gemma":0.00001586076,"domain_scores_codex":[0.9992673,0.00004283093,0.0002454208,0.0001486629,0.0001625803,0.0001332102],"domain_scores_gemma":[0.9996368,0.0001137858,0.00004562085,0.0001519084,0.00002115523,0.00003070323],"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":[0.00004222129,0.00006303589,0.02387652,0.000211779,0.000006219379,0.00000416591,0.0007388423,0.001766514,0.9695075,0.000009401833,0.000001695059,0.003772171],"study_design_scores_gemma":[0.000263234,0.00007284304,0.18278,0.00005017311,0.000008431911,0.0000159622,0.00004757012,0.03671476,0.779796,0.0000242075,0.00008123874,0.0001456015],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984964,0.0008890543,0.00007213833,0.0000464885,0.00008436527,0.0001371292,0.00002253011,0.0001123556,0.0001394973],"genre_scores_gemma":[0.9997031,0.00003546408,0.00009600265,0.00001238726,0.0000126758,0.00002189434,0.00004762331,0.00002026127,0.00005059799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1897114,"threshold_uncertainty_score":0.4521688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00765691948919936,"score_gpt":0.208663612849107,"score_spread":0.2010066933599076,"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."}}