{"id":"W2247861902","doi":"10.1115/pvp2015-45819","title":"Optimization of Polymer Composite Pipe Under Consideration of Hybridization","year":2015,"lang":"en","type":"article","venue":"","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Piping; Composite number; Fiber; Materials science; Corrosion; Fibre-reinforced plastic; Composite material; Structural engineering; Computer science; Mechanical engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002846357,0.0005830809,0.0003901923,0.0002972211,0.0002468868,0.0005538598,0.0003138064,0.0003801401,0.001901829],"category_scores_gemma":[0.0004981863,0.000291566,0.0003417232,0.0003789373,0.00023384,0.0005108417,0.0003713966,0.0003148543,0.0003822839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004467014,"about_ca_system_score_gemma":0.0004318818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004248265,"about_ca_topic_score_gemma":0.0008453465,"domain_scores_codex":[0.9998443,0.00001725665,0.00000541033,0.00005320016,0.00004553168,0.00003431485],"domain_scores_gemma":[0.9998434,0.00004665217,0.00004507033,0.00001200159,0.00004104029,0.00001196108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002171047,0.0001315097,0.001402536,0.0002498891,0.00002744677,0.0001695115,0.00006107215,0.2973334,0.678534,0.00327163,0.0003444251,0.01825765],"study_design_scores_gemma":[0.00003070088,0.000950326,0.002963098,0.00001391136,0.00006697023,0.0001168296,0.00008981097,0.5201779,0.4702522,0.001080271,0.004221795,0.00003617089],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8117755,0.0004676071,0.1690173,0.0001119145,0.00003493161,0.00008713914,0.0001915567,0.0004384705,0.01787558],"genre_scores_gemma":[0.9620421,0.0001822926,0.03500128,0.00001461372,0.000004001804,0.00008912227,0.00009734638,0.0001076197,0.00246173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001901829,"threshold_uncertainty_score":0.006362259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02622892668170387,"score_gpt":0.2387243519857069,"score_spread":0.212495425304003,"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."}}