{"id":"W1545378225","doi":"10.1002/9781119019213.ch08","title":"Pipeline/Soil Interaction Modeling in Support of Pipeline Engineering Design and Integrity","year":2015,"lang":"en","type":"other","venue":"","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Memorial University of Newfoundland","funders":"","keywords":"Pipeline (software); Pipeline transport; Geotechnical engineering; Scale (ratio); Pore water pressure; Engineering; Civil engineering; Environmental science; Mechanical 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":[0.0003136341,0.0005801398,0.000452428,0.0004647997,0.0003823883,0.001059954,0.0009841546,0.0007123431,0.006960067],"category_scores_gemma":[0.0008154573,0.0003220374,0.0004629091,0.0005980688,0.0003384484,0.001140096,0.0009434826,0.0006126527,0.001420163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006113225,"about_ca_system_score_gemma":0.001253712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004951844,"about_ca_topic_score_gemma":0.008518287,"domain_scores_codex":[0.9997827,0.00004031881,0.00001255891,0.00002593932,0.0001217481,0.00001673581],"domain_scores_gemma":[0.999741,0.00009361775,0.00003071609,0.00003576577,0.00008310193,0.00001579031],"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":[0.00001729007,0.0000301922,0.001101503,0.0001815439,0.00001310546,0.0001396411,0.0001093561,0.897607,0.009706463,0.02712822,0.004098684,0.05986694],"study_design_scores_gemma":[0.000003313178,0.00001242819,0.0003123755,0.00003003193,0.000006158954,0.00004926291,0.0000317362,0.9707733,0.002113176,0.00492565,0.02173474,0.000007978507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02985109,0.001011883,0.8820359,0.0004595343,0.000116446,0.00008272394,0.000781794,0.001954065,0.08370665],"genre_scores_gemma":[0.6439706,0.00411017,0.2940522,0.0001283994,0.00009843257,0.0002215686,0.001408311,0.00091842,0.05509181],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006960067,"threshold_uncertainty_score":0.02328372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02458330208581199,"score_gpt":0.2315000674408918,"score_spread":0.2069167653550798,"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."}}