{"id":"W2900360932","doi":"10.1115/ipc2018-78651","title":"Preserving Pipeline Integrity With Large Diameter Stone Columns at Dead Horse Creek Crossing, Southern Manitoba, Canada","year":2018,"lang":"en","type":"article","venue":"Volume 3: Operations, Monitoring, and Maintenance; Materials and Joining","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology; Colluvium; Fault scarp; Bedrock; Ditch; Pipeline transport; Erosion; Crest; Hydrology (agriculture); Geotechnical engineering; Berm; Geomorphology; Tectonics; Environmental science; Seismology; Alluvium","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":[0.00044237,0.0003055994,0.0001461713,0.0009188557,0.008405721,0.001348338,0.001403888,0.00045309,0.006458687],"category_scores_gemma":[0.0008579101,0.0002685809,0.0001484954,0.001184114,0.001676061,0.0003993067,0.001115962,0.0005393889,0.0006995961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02075709,"about_ca_system_score_gemma":0.07472,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9770389,"about_ca_topic_score_gemma":0.9976312,"domain_scores_codex":[0.9995304,0.0000376386,0.000008799914,0.00005746189,0.0002102767,0.0001553227],"domain_scores_gemma":[0.9986063,0.00004336727,0.00007753594,0.00002959705,0.00074767,0.0004955932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002832199,0.0007885471,0.6141291,0.0004551221,0.00008399666,0.007751689,0.02422279,0.004235413,0.03145378,0.003770345,0.06079173,0.2520343],"study_design_scores_gemma":[0.00002976647,0.0004454628,0.8338904,0.0003153572,0.00004466111,0.001514113,0.03521141,0.002676984,0.003586784,0.0005967498,0.1216106,0.0000776594],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9525563,0.001065292,0.002706283,0.003719458,0.00008199221,0.000441932,0.001349763,0.0003092799,0.03776977],"genre_scores_gemma":[0.9450867,0.001260835,0.007416396,0.000745867,0.00001764367,0.00009684273,0.000845932,0.00005654019,0.0444732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02296108,"threshold_uncertainty_score":0.150604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00964108390193499,"score_gpt":0.203920234549773,"score_spread":0.194279150647838,"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."}}