{"id":"W2007955931","doi":"10.1115/ipc2014-33019","title":"Measurements and Evaluation of Internal Wall Surface Roughness of Small Diameter Pipes for High Pressure Natural Gas Systems","year":2014,"lang":"en","type":"article","venue":"","topic":"Advanced Sensor Technologies Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"ATCO (Canada); TransCanada (Canada); Nova Chemicals (Canada)","funders":"","keywords":"Materials science; Surface roughness; Surface finish; Range (aeronautics); Extrusion; Composite material; Mechanics; Physics","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":[0.0005391864,0.00009785143,0.0002027505,0.00005979561,0.00001234514,0.00001144102,0.0001646452,0.00007300363,0.000005503851],"category_scores_gemma":[0.0003237137,0.000080835,0.00002508032,0.00006127774,0.00004215441,0.00008420783,0.00003997207,0.00008960267,4.695839e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003842422,"about_ca_system_score_gemma":0.000005023796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001117932,"about_ca_topic_score_gemma":0.0000547892,"domain_scores_codex":[0.9990587,0.00005184365,0.0002204921,0.0001316567,0.000375483,0.0001618377],"domain_scores_gemma":[0.9992066,0.0001290405,0.00004405749,0.0002037727,0.0003965955,0.00001991445],"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":[0.00005132081,0.0000209593,0.003798422,0.001018989,0.0001910971,7.719898e-8,0.00009007064,0.6355811,0.3430878,0.0002357224,0.00008090545,0.01584355],"study_design_scores_gemma":[0.0005688876,0.00005674543,0.001238753,0.00006064108,0.0000341201,5.682304e-7,0.00004081188,0.7105013,0.2871266,0.0002229095,0.00007362298,0.00007500371],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9610475,0.0009910642,0.0368971,0.00001390138,0.0001746697,0.0005385731,0.000007403407,0.00009772736,0.000232102],"genre_scores_gemma":[0.9928241,0.00001448316,0.006991158,0.000001415285,0.00001209438,0.00002421455,0.000002846732,0.0000183732,0.0001113217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07492019,"threshold_uncertainty_score":0.3296356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05557649957431144,"score_gpt":0.2945358317548399,"score_spread":0.2389593321805284,"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."}}