{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000647717,0.000682078,0.0004526838,0.0007170205,0.0002158817,0.0008568399,0.0009288361,0.0008851835,0.001066096],"category_scores_gemma":[0.001048373,0.0004239807,0.0005530614,0.0004294501,0.0004451138,0.000676781,0.000403232,0.0006239179,0.0003423359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003730742,"about_ca_system_score_gemma":0.0003561455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006833724,"about_ca_topic_score_gemma":0.0006599312,"domain_scores_codex":[0.9994246,0.00008715472,0.00003582189,0.000102985,0.0003174441,0.00003208201],"domain_scores_gemma":[0.9995137,0.0001687668,0.00007861247,0.000108648,0.000118075,0.00001217207],"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":[0.00005269405,0.00007602878,0.001518903,0.00054877,0.00004718637,0.0002336995,0.0004023979,0.5927706,0.2747099,0.02254772,0.0005818402,0.1065103],"study_design_scores_gemma":[0.000006210141,0.00007512426,0.001004735,0.00002764384,0.00001191117,0.000197717,0.0000495455,0.9477183,0.0389954,0.002259974,0.009633579,0.00001996409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00860351,0.000145969,0.989971,0.00001161736,0.00001438806,0.00003543,0.00005178883,0.0001912839,0.0009751034],"genre_scores_gemma":[0.3495565,0.000959771,0.645335,0.00001969324,0.00003233184,0.0003713217,0.0004124836,0.0001351306,0.003177748],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001066096,"threshold_uncertainty_score":0.003566444,"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."}}