{"id":"W2020835879","doi":"10.1115/ipc2010-31297","title":"Challenges in Joining Thermoset Composite Piping","year":2010,"lang":"en","type":"article","venue":"","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Piping; Thermosetting polymer; Fibre-reinforced plastic; Materials science; Composite number; Structural engineering; Composite material; Epoxy; Adhesive; Corrosion; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001318073,0.0001088691,0.0001375432,0.00007170126,0.00001764834,0.00002195628,0.0001621308,0.0000804614,0.0002291851],"category_scores_gemma":[0.000008650279,0.0001024883,0.00002975284,0.00006768168,0.000009382337,0.00008542913,0.00003550427,0.0003400846,0.00009930536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001100255,"about_ca_system_score_gemma":0.000002441465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004725692,"about_ca_topic_score_gemma":0.000103221,"domain_scores_codex":[0.9993929,0.00001055606,0.0001618653,0.0001301705,0.00009616395,0.0002083583],"domain_scores_gemma":[0.9996297,0.00006697921,0.000009094926,0.0002228641,0.000009508921,0.00006189775],"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":[0.000001752429,0.00001613189,0.001045334,0.00001665175,0.000004621743,0.000008472538,0.0001414471,0.0002758171,0.9556014,0.006423299,0.00004633898,0.03641876],"study_design_scores_gemma":[0.001279009,0.00008730146,0.1411474,0.00019092,0.00002471673,0.00007393125,0.0002044437,0.1176293,0.7259397,0.003277626,0.008879348,0.001266386],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9346631,0.0002810903,0.0004373261,0.0002253236,0.0003455324,0.00007661955,6.272844e-7,0.0004549997,0.06351542],"genre_scores_gemma":[0.9944291,0.00006734652,0.005365333,0.00003258383,0.00004700874,0.000009793194,0.000001789438,0.0000258922,0.00002118124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2296617,"threshold_uncertainty_score":0.4179352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04376737349197876,"score_gpt":0.2549764571745884,"score_spread":0.2112090836826097,"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."}}