{"id":"W4415486743","doi":"10.1139/cgj-2025-0643","title":"Long-term performance of geogrid embedded in railway pile-supported embankment","year":2025,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Geogrid; Subsoil; Levee; Geosynthetics; Serviceability (structure); Tension (geology); Consolidation (business); Geotextile","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003553652,0.0001772268,0.0002896274,0.0006016641,0.00005224226,0.00003211169,0.0003126301,0.0002486074,0.0001751861],"category_scores_gemma":[0.00009462921,0.000184221,0.00009252434,0.0006421463,0.00005568484,0.0001025138,0.00002440976,0.0007353454,0.000008496912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004717355,"about_ca_system_score_gemma":0.0002662881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003918532,"about_ca_topic_score_gemma":0.001682938,"domain_scores_codex":[0.998561,0.0000211046,0.0005902573,0.0001499873,0.0001775134,0.0005001887],"domain_scores_gemma":[0.9992498,0.00003448389,0.00004245952,0.0002614902,0.00007438406,0.0003374097],"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":[0.00001028877,0.00002867104,0.005252325,0.0001336677,0.00003042528,0.000052682,0.00003517835,0.9689929,0.001078068,0.0001325242,0.0005902148,0.02366299],"study_design_scores_gemma":[0.001344486,0.000172693,0.3760581,0.0008694471,0.00004819782,0.0001371288,0.00002678765,0.6112732,0.003722106,0.0001991317,0.005591885,0.0005568967],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861763,0.0004020331,0.01153086,0.0002334155,0.0004799529,0.0001971328,0.000009725855,0.0001501532,0.0008204698],"genre_scores_gemma":[0.9993837,0.0002698112,0.0001081781,0.00007426561,0.00003953833,0.00001294743,0.00001068355,0.00002164905,0.0000792586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3708058,"threshold_uncertainty_score":0.7512315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005612523003001765,"score_gpt":0.2023986380515775,"score_spread":0.1967861150485758,"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."}}