{"id":"W750610604","doi":"","title":"VARTM Process Modeling of Aerospace Composite Structures","year":2003,"lang":"en","type":"article","venue":"NASA Technical Reports Server (NASA)","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Composite number; Compaction; Materials science; Composite material; Infiltration (HVAC); Epoxy; Aerospace; Permeability (electromagnetism); Engineering; Aerospace 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003632688,0.0003701591,0.0005382976,0.0001287212,0.00008831491,0.00005868592,0.0003035349,0.0003363803,0.00006427801],"category_scores_gemma":[0.0004189619,0.0003625841,0.000150567,0.000535654,0.00008396109,0.0002728571,0.00006936913,0.0005164956,0.000004226383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009160472,"about_ca_system_score_gemma":0.000099398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001893424,"about_ca_topic_score_gemma":0.0000219488,"domain_scores_codex":[0.9973723,0.00002932291,0.0008969212,0.0005009843,0.0006932031,0.0005072467],"domain_scores_gemma":[0.9984397,0.00007428019,0.0002077225,0.0008248354,0.0002658609,0.0001876343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002951158,0.0001629583,0.02476411,0.002156095,0.00013455,0.0003912743,0.0001852855,0.9116569,0.0576443,0.00188593,0.0006918124,0.0002972898],"study_design_scores_gemma":[0.001686241,0.0003558512,0.02062505,0.00165958,0.0003990601,0.004080681,0.0002063835,0.05088862,0.8368347,0.07274677,0.006826951,0.003690087],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800901,0.001657191,0.007898688,0.00002971042,0.0004238505,0.0003666203,0.000004223211,0.001192822,0.008336766],"genre_scores_gemma":[0.9934447,0.00005799634,0.006203791,0.00002931658,0.00005986554,0.00003628803,0.000008065388,0.00008581624,0.00007420097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8607683,"threshold_uncertainty_score":0.9998826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01502723381735432,"score_gpt":0.2572069232393055,"score_spread":0.2421796894219512,"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."}}