{"id":"W1045630251","doi":"10.1177/0021998315592005","title":"Out-of-autoclave prepreg consolidation: Coupled air evacuation and prepreg impregnation modeling","year":2015,"lang":"en","type":"article","venue":"Journal of Composite Materials","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Materials science; Consolidation (business); Compaction; Composite material; Porosity; Parametric statistics; Microstructure; Air permeability specific surface; Infiltration (HVAC); Airflow; Autoclave; Mechanical engineering; Metallurgy; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002435366,0.0005671853,0.0005692073,0.0003759423,0.0002593518,0.0006478507,0.001317894,0.001206613,0.001264166],"category_scores_gemma":[0.0005419824,0.0004576999,0.0006560376,0.0002806318,0.0004986744,0.0006238861,0.0003340734,0.0004594169,0.0002029148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000649363,"about_ca_system_score_gemma":0.0008265735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007770228,"about_ca_topic_score_gemma":0.005484295,"domain_scores_codex":[0.9998834,0.00001653393,0.000006321837,0.0000232243,0.00003936698,0.00003111999],"domain_scores_gemma":[0.9997559,0.0001130115,0.0000530946,0.00002582757,0.0000378099,0.00001441854],"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":[0.00002725815,0.00004692202,0.0005033542,0.0000298163,0.000007353908,0.00005309685,0.00002756973,0.9888725,0.007695443,0.0007528603,0.0000409917,0.001942807],"study_design_scores_gemma":[0.000003516077,0.00002062253,0.0002482784,0.000002126031,0.000004708406,0.00001105463,0.00000503969,0.9963522,0.003092961,0.00009447351,0.000161509,0.000003561431],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7748654,0.0005231885,0.2091403,0.0001072207,0.0000351456,0.0001808295,0.0003143725,0.0004700237,0.01436353],"genre_scores_gemma":[0.9847558,0.0002631427,0.01192972,0.00001760838,0.000005276018,0.00008787186,0.0001037365,0.00006218291,0.002774574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007770228,"threshold_uncertainty_score":0.01545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03637664840011152,"score_gpt":0.2770410967940048,"score_spread":0.2406644483938933,"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."}}