{"id":"W3129457167","doi":"","title":"Geosynthetic reinforced column supported embankments - designing for serviceability","year":2020,"lang":"en","type":"article","venue":"","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Serviceability (structure); Column (typography); Levee; Geotechnical engineering; Forensic engineering; Environmental science; Geology; Engineering; Civil engineering; Structural 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":[0.0001117113,0.0001185076,0.000148471,0.00001933355,0.00003964918,0.0000243912,0.0001066136,0.0001223917,0.0001283048],"category_scores_gemma":[0.0001310887,0.000124586,0.00005626592,0.000168038,0.000009272521,0.00005920103,0.00001670246,0.0001150423,0.00002402297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003495403,"about_ca_system_score_gemma":0.000008900822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008241465,"about_ca_topic_score_gemma":0.000002261519,"domain_scores_codex":[0.9992959,0.000007353116,0.0002261581,0.0001536135,0.00009702459,0.0002199068],"domain_scores_gemma":[0.9996042,0.00006332499,0.00001318803,0.0001449704,0.00004469288,0.0001295811],"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":[0.000007778279,0.000003221224,0.00004942155,0.000244077,0.00001589719,3.814223e-7,0.0001476381,0.9862825,0.01177332,0.0002634666,0.000506102,0.0007062558],"study_design_scores_gemma":[0.0002900484,0.00005117537,0.0002259814,0.000009017561,0.00001404292,7.417615e-7,0.00004163281,0.9899857,0.006854625,0.00006211997,0.002308655,0.0001562277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1887278,0.00001740965,0.8062645,0.0004181946,0.0001378495,0.0006169802,0.00001283113,0.002159337,0.00164506],"genre_scores_gemma":[0.9969007,0.000003133444,0.002647001,0.0002320407,0.00002825173,0.00005577355,0.00003253448,0.00003156046,0.00006894442],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8081729,"threshold_uncertainty_score":0.508047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01650619201773638,"score_gpt":0.1983350772931661,"score_spread":0.1818288852754297,"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."}}