{"id":"W2965147623","doi":"10.1016/j.compositesa.2019.105568","title":"Vacuum-bagged composite laminate forming processes: Predicting thickness deviation in complex shapes","year":2019,"lang":"en","type":"article","venue":"Composites Part A Applied Science and Manufacturing","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Flange; Materials science; Porosity; RADIUS; Consolidation (business); Composite material; Composite number; Geometry; Mathematics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006545053,0.0003268111,0.0003999948,0.0003584121,0.0003249555,0.0003185044,0.0005479639,0.0000951265,0.00003275856],"category_scores_gemma":[0.00001617098,0.0003237869,0.00003139699,0.0005234529,0.0001386629,0.0007141928,0.0002709452,0.000337899,0.00004872236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001555641,"about_ca_system_score_gemma":0.00004808341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008652098,"about_ca_topic_score_gemma":0.0000193379,"domain_scores_codex":[0.9976666,0.00001650228,0.000468055,0.0005788383,0.000590802,0.0006792291],"domain_scores_gemma":[0.9991902,0.0002000394,0.00009285026,0.0002622338,0.00007931327,0.0001754387],"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":[0.00002053989,0.00003021414,0.008132565,0.0004118464,0.000008763093,0.000004022259,0.000702302,0.005853347,0.9811195,0.0003683305,0.000006729628,0.003341898],"study_design_scores_gemma":[0.0007728231,0.00005094168,0.0562463,0.0002725121,0.00002711597,0.00002673473,0.0002289628,0.1058384,0.8348687,0.0004214976,0.0006439367,0.0006021037],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936877,0.0001281365,0.001944991,0.00003934943,0.0001397682,0.0007119549,0.000004357652,0.0003944681,0.002949237],"genre_scores_gemma":[0.997394,0.00002949102,0.002306414,0.00008574007,0.00004569533,0.00007169796,0.00001691332,0.00003574403,0.00001430212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1462507,"threshold_uncertainty_score":0.9999214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486919286099465,"score_gpt":0.2294623463653693,"score_spread":0.2145931535043746,"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."}}