{"id":"W2009970826","doi":"10.1260/136943304323213166","title":"Laboratory Investigation of Local Bending in Profiled Thermoplastic Pipes","year":2004,"lang":"en","type":"article","venue":"Advances in Structural Engineering","topic":"Material Properties and Processing","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Bending; Materials science; Composite material; Structural engineering; Span (engineering); Thermoplastic; 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":[0.0002776236,0.0004375761,0.000273562,0.0001617483,0.0002106531,0.000195293,0.000367022,0.0004292676,0.0009003046],"category_scores_gemma":[0.0004693689,0.0002623826,0.0002400894,0.0001822611,0.000380879,0.0002482687,0.0003100974,0.0003381204,0.0001913072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001443211,"about_ca_system_score_gemma":0.0001187357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003405102,"about_ca_topic_score_gemma":0.0004149734,"domain_scores_codex":[0.9997332,0.00004159605,0.00001276449,0.0000638812,0.0001069011,0.00004174572],"domain_scores_gemma":[0.9995005,0.0001137438,0.0001103449,0.0000896136,0.000117958,0.0000678788],"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":[0.0001101396,0.00004520792,0.0008916139,0.00003565622,0.000004728069,0.0001016985,0.00008801465,0.001325981,0.9959493,0.00002628157,0.00002030584,0.001400996],"study_design_scores_gemma":[0.0000222871,0.003440286,0.01601051,0.000009413213,0.00002435852,0.0002204219,0.0001425748,0.008564092,0.9710546,0.00004601618,0.0004443592,0.00002105029],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969477,0.00004400511,0.002656596,0.000006712369,0.000003619888,0.00001536109,0.00005497807,0.00003898403,0.000232122],"genre_scores_gemma":[0.9979777,0.00005193055,0.001494075,0.000006398355,0.000002742179,0.0000201725,0.00004989095,0.000005451353,0.0003916884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009003046,"threshold_uncertainty_score":0.003011823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003070203166613215,"score_gpt":0.188276386658859,"score_spread":0.1852061834922458,"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."}}