{"id":"W3047433126","doi":"","title":"Using coating roughness to control pipe-soil friction and influence pipeline global buckling behaviour","year":2020,"lang":"en","type":"article","venue":"Bristol Research (University of Bristol)","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"European Commission","keywords":"Buckling; Pipeline (software); Coating; Surface finish; Materials science; Surface roughness; Geotechnical engineering; Composite material; Structural engineering; Geology; Engineering; 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":[0.0001617175,0.0002855721,0.0001722723,0.0001893661,0.0001327258,0.000373348,0.0001685115,0.0002339789,0.0008116625],"category_scores_gemma":[0.0006135178,0.0001896093,0.0001684233,0.0001514189,0.0002110565,0.0001904596,0.0002070355,0.0001836392,0.0001083453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002751875,"about_ca_system_score_gemma":0.0001858981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002431405,"about_ca_topic_score_gemma":0.004691494,"domain_scores_codex":[0.9998877,0.00001223619,0.000008421916,0.00002004453,0.00003764153,0.00003381745],"domain_scores_gemma":[0.999713,0.0001231217,0.00005560399,0.00003500311,0.00005038006,0.00002277841],"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":[0.0001786994,0.00007460516,0.004206955,0.00009777201,0.00001586696,0.00009649811,0.00005440327,0.05760347,0.9286101,0.0001391874,0.00008733122,0.008835131],"study_design_scores_gemma":[0.00004403625,0.001070615,0.03031466,0.00001107782,0.00005397626,0.00008196214,0.00009356195,0.3413447,0.6255341,0.00008076235,0.001329903,0.00004050983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927092,0.00006650028,0.006286803,0.00001356287,0.000008599561,0.00001443589,0.00003768322,0.00005211828,0.0008110526],"genre_scores_gemma":[0.9985192,0.0000251663,0.001301041,0.000002700793,5.996638e-7,0.000002602996,0.00001030744,0.000006885321,0.0001314141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002431405,"threshold_uncertainty_score":0.004834473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0320260851657098,"score_gpt":0.2661443590359698,"score_spread":0.23411827387026,"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."}}