{"id":"W2317242730","doi":"10.1061/9780784479360.009","title":"Alternative Pipe Material Choice Provides Trenchless Solution","year":2015,"lang":"en","type":"article","venue":"Pipelines 2015","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BP (Canada)","funders":"","keywords":"Jacking; Trenchless technology; Fibre-reinforced plastic; Silt; Pipeline transport; Geotechnical engineering; Pipe; Dredging; Pipeline (software); Revetment; Engineering; Embedment; Water pipe; Geology; Civil engineering; Structural engineering; Materials science; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007670135,0.0008261481,0.0003994539,0.001086847,0.001388661,0.001687034,0.001410321,0.001646128,0.02725062],"category_scores_gemma":[0.001176214,0.0003352239,0.0004721439,0.0008108682,0.0006038866,0.001715087,0.001500451,0.0006598274,0.004285434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001298333,"about_ca_system_score_gemma":0.001640056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005163005,"about_ca_topic_score_gemma":0.02890469,"domain_scores_codex":[0.9988731,0.0001781713,0.00003995504,0.0002181893,0.0004393662,0.0002512217],"domain_scores_gemma":[0.999474,0.00009083941,0.00007112505,0.00007935413,0.0001969882,0.0000877511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008241425,0.001040492,0.02687179,0.00155113,0.0001100486,0.01296963,0.003035054,0.09295016,0.1094262,0.07885885,0.02154601,0.6508165],"study_design_scores_gemma":[0.0002743294,0.003345572,0.03596172,0.0007827805,0.0003410065,0.009434715,0.01514325,0.1386142,0.08610675,0.04905723,0.6605515,0.000386914],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5115613,0.001335472,0.1809358,0.002049161,0.0003300581,0.0007786006,0.0006122746,0.001826047,0.3005714],"genre_scores_gemma":[0.8465838,0.0004566225,0.0696466,0.0002029184,0.00003066061,0.0001392166,0.0003389892,0.000256415,0.0823448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02725062,"threshold_uncertainty_score":0.09116238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022511517838755,"score_gpt":0.2510150367896331,"score_spread":0.2285035189508781,"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."}}