{"id":"W2468192092","doi":"10.1061/9780784479957.034","title":"Energy Pipeline Integrity Water and Slope Crossing Assessments","year":2016,"lang":"en","type":"article","venue":"Pipelines 2016","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline transport; Pipeline (software); Environmental science; Erosion; Traverse; Geology; Fluvial; Hydrology (agriculture); Geotechnical engineering; Computer science; Geomorphology; Environmental engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001891634,0.0006802113,0.0004592913,0.005770628,0.001019353,0.001497385,0.0009521028,0.0005873288,0.009726868],"category_scores_gemma":[0.00521668,0.0003387243,0.0004674842,0.004313015,0.0003926091,0.001466509,0.001566185,0.0005656031,0.001818239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001568904,"about_ca_system_score_gemma":0.002463011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02025048,"about_ca_topic_score_gemma":0.05233304,"domain_scores_codex":[0.9968849,0.0002397467,0.0001899938,0.0002757508,0.002158312,0.000251279],"domain_scores_gemma":[0.9936168,0.0004032411,0.001167684,0.0003113279,0.00418825,0.0003127566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004981958,0.0004855763,0.595378,0.0004741357,0.0001196762,0.001941212,0.002423619,0.04339921,0.01638185,0.003746602,0.01717284,0.317979],"study_design_scores_gemma":[0.00004321199,0.001373154,0.8106981,0.000255445,0.000126665,0.0009831793,0.004115136,0.06867544,0.02409366,0.002404616,0.08709381,0.0001375895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8630033,0.0002052822,0.03622584,0.0001761033,0.00003115427,0.001921625,0.01531325,0.0008640629,0.08225944],"genre_scores_gemma":[0.9215137,0.0004242764,0.02515247,0.00005512541,0.00001747588,0.0005100322,0.01466285,0.0001678,0.03749624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02025048,"threshold_uncertainty_score":0.04026526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0118298032013194,"score_gpt":0.2423529488880389,"score_spread":0.2305231456867195,"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."}}