{"id":"W4404350622","doi":"10.1115/pvp2024-123726","title":"Peel Strength of Multilayer Polymer-Based Pipes","year":2024,"lang":"en","type":"article","venue":"","topic":"Mechanical stress and fatigue analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Polymer; Materials science; Composite material; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002734798,0.0000656165,0.0001030343,0.00005424408,0.000008190092,0.00001485257,0.00005939426,0.00003383364,0.001092462],"category_scores_gemma":[0.000005123374,0.00004954416,0.00008889882,0.0001441103,0.00000729848,0.00002747907,0.000006759514,0.00005211399,0.00003425546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006205014,"about_ca_system_score_gemma":0.000004748498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007977413,"about_ca_topic_score_gemma":0.00002179422,"domain_scores_codex":[0.9996032,0.000004404523,0.0001262168,0.00008239798,0.00009089191,0.00009295629],"domain_scores_gemma":[0.9997896,0.00004855415,0.000004763779,0.0001080661,0.000008882744,0.00004015321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001381601,0.0001834573,0.0007584534,0.001266006,0.0009306477,0.00004535717,0.0002177349,0.03379612,0.3537912,0.04240853,0.008163802,0.5584249],"study_design_scores_gemma":[0.00005405273,0.00001045295,0.00005681337,0.00002974822,0.00003160915,8.326615e-8,0.00001668491,0.698053,0.3002411,0.00003953738,0.001396502,0.00007037086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5395074,0.01506701,0.3702732,0.0005415709,0.0009549967,0.0002112477,0.0001473225,0.002134713,0.07116251],"genre_scores_gemma":[0.9986342,0.00003154535,0.0006265516,0.00001288029,0.00003746882,0.00000340405,0.000004588022,0.00001109029,0.0006383238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6642569,"threshold_uncertainty_score":0.9998206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01182903061079922,"score_gpt":0.2274210448834969,"score_spread":0.2155920142726977,"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."}}