{"id":"W7158436934","doi":"","title":"New methodologies for characterization and modelling of filament wounded composite pressure vessels","year":2025,"lang":"en","type":"article","venue":"ORBi (University of Liège)","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Filament winding; Protein filament; Dome (geology); Finite element method; Pressure vessel; Shell (structure); Composite number","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":[0.00008170613,0.00007282489,0.0002082048,0.00008068628,0.00003838972,0.00000756869,0.0001290505,0.00007201126,0.00002426053],"category_scores_gemma":[0.00000217977,0.00009193873,0.00004227974,0.00009009668,0.00002217916,0.0001158457,0.0000544932,0.00005066715,4.342418e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001658278,"about_ca_system_score_gemma":0.00001385196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005002538,"about_ca_topic_score_gemma":0.000001549274,"domain_scores_codex":[0.999635,0.00002067464,0.00009460851,0.0001038938,0.00006284613,0.00008296123],"domain_scores_gemma":[0.9996325,0.0001260889,0.00004641074,0.0001188222,0.00004543533,0.00003069547],"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":[0.00008921848,0.00001464147,0.0004173046,0.0004002032,0.0001185252,6.016054e-7,0.0004447729,0.02418329,0.9627903,0.005555533,0.0001403117,0.005845373],"study_design_scores_gemma":[0.002088166,0.0002010584,0.01736666,0.0005263786,0.0008225155,0.00000152009,0.0004137948,0.4830397,0.4856331,0.005680245,0.003796088,0.000430701],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2794061,0.0001070301,0.7200133,0.0001064694,0.00005414264,0.0001442419,0.00001878401,0.00004833998,0.000101534],"genre_scores_gemma":[0.8239102,0.00008704409,0.175314,0.000004604908,0.000005685527,2.927873e-7,0.00001591193,0.000005737199,0.000656549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5446993,"threshold_uncertainty_score":0.3749153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04522310462731142,"score_gpt":0.2464213706790361,"score_spread":0.2011982660517247,"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."}}