{"id":"W2953640461","doi":"","title":"Numerical analysis of pipeline uplift resistance in a frozen clay soil subjected to temperature changes","year":2018,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Geotechnical engineering; Settlement (finance); Geology; Soil water; Effective stress; Pipeline transport; Plasticity; Pore water pressure; Materials science; Environmental science; Soil science; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005650496,0.0003257043,0.0008094049,0.003876984,0.0003439909,0.0001078464,0.000831842,0.0004691773,0.00186616],"category_scores_gemma":[0.0001053978,0.0003337159,0.000235695,0.007582249,0.000162625,0.0001539862,0.00004173861,0.0008585473,0.00007196236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001224512,"about_ca_system_score_gemma":0.0004821728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.139242,"about_ca_topic_score_gemma":0.9566401,"domain_scores_codex":[0.9965728,0.0005106672,0.0003557708,0.0008705546,0.0008880863,0.0008021178],"domain_scores_gemma":[0.9980665,0.0003316401,0.0002028478,0.0006155243,0.000403591,0.0003799255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00466785,0.0001234768,0.9647831,0.0003517578,0.0006535019,0.001319253,0.004585692,0.0001511203,0.0159631,0.00004954329,0.00700394,0.00034761],"study_design_scores_gemma":[0.0003915737,0.000359062,0.9669009,0.0002225864,0.0002631011,0.000002013277,0.002640866,0.0003532724,0.01235535,0.00003244261,0.01603225,0.0004466209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.933512,0.0005397211,0.000001391575,0.0003514627,0.000475277,0.0004025936,0.001024181,0.00003415706,0.06365922],"genre_scores_gemma":[0.9517008,0.0003650296,0.00001566717,0.00002568749,0.000403545,0.000001487379,0.006070488,0.00001656477,0.04140074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8173981,"threshold_uncertainty_score":0.9999115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02654044585356902,"score_gpt":0.2740988361727825,"score_spread":0.2475583903192135,"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."}}