{"id":"W2153950252","doi":"10.1061/9780784413692.105","title":"Safeguarding a Buried Pipeline in a Landslide Region","year":2014,"lang":"en","type":"article","venue":"Pipelines 2014","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury Alberta","funders":"","keywords":"Pipeline transport; Landslide; Geology; Geotechnical engineering; Pipeline (software); Mining engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002012659,0.0001956803,0.0002580486,0.0001603619,0.00002749898,0.00002979632,0.0001294878,0.0001337544,0.00001787623],"category_scores_gemma":[0.0001541636,0.0001793137,0.00006588068,0.0001835117,0.00001455454,0.00006898897,0.00002472165,0.0002483337,0.00005502881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000351898,"about_ca_system_score_gemma":0.000005122664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004335572,"about_ca_topic_score_gemma":0.00004219254,"domain_scores_codex":[0.9990346,0.00002261478,0.0003020186,0.0001921487,0.0001255643,0.0003230486],"domain_scores_gemma":[0.9994904,0.00009811414,0.0000214726,0.0002838814,0.0000245209,0.00008162716],"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":[0.00002783452,0.00002307651,0.00111058,0.0001916163,0.00001689498,0.00002488404,0.0001309351,0.9221002,0.004740274,0.003340171,0.03551105,0.03278244],"study_design_scores_gemma":[0.0009624048,0.00002761772,0.002769816,0.00009931145,0.00001499754,0.00006025568,0.00002158468,0.7731209,0.0009039136,0.004562279,0.2169633,0.0004935953],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06357142,0.0006407715,0.9213839,0.0007488764,0.0008952328,0.0001793584,0.000002829666,0.001456314,0.01112133],"genre_scores_gemma":[0.9970997,0.00007781614,0.001820313,0.00007633832,0.0005587551,0.00001372979,0.00001036018,0.00004248494,0.0003005149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9335282,"threshold_uncertainty_score":0.7312202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006394200506031148,"score_gpt":0.1958277234166867,"score_spread":0.1894335229106556,"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."}}