{"id":"W4403452695","doi":"10.1680/jgein.24.00046","title":"Environmental impacts of mechanically stabilised earth walls","year":2024,"lang":"en","type":"article","venue":"Geosynthetics International","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Windsor","funders":"","keywords":"Geosynthetics; Mechanically stabilized earth; Geotechnical engineering; Earth (classical element); Environmental science; Geology; Engineering; Retaining wall; Forensic engineering; Civil 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":[0.0001108664,0.00009538617,0.0000885924,0.00008288678,0.00000971996,0.0000268723,0.0001419838,0.00006869408,0.0004925939],"category_scores_gemma":[0.00004489135,0.00009381842,0.00006877229,0.00006157979,0.00002551604,0.00006610568,0.00003144728,0.0001223587,0.00005541245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005187301,"about_ca_system_score_gemma":0.000009455778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002966088,"about_ca_topic_score_gemma":0.000003172414,"domain_scores_codex":[0.9993115,0.000006362862,0.0002110242,0.0001146747,0.0002332466,0.0001232063],"domain_scores_gemma":[0.9997511,0.0000506843,0.00001085273,0.0001246049,0.00001345799,0.00004932264],"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":[0.00001435238,0.0001261005,0.00007817398,0.0002392296,0.0001941337,0.00001608877,0.0005276421,0.5613035,0.3624414,0.03295642,0.0003085593,0.04179442],"study_design_scores_gemma":[0.0001321266,0.00003881894,0.0007142856,0.00009384046,0.00001641474,0.0000118964,0.00003214775,0.9412385,0.03587501,0.001688421,0.0199791,0.0001794151],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9158997,0.0006206325,0.07428122,0.0002023114,0.00210296,0.0001474188,0.0002442342,0.0007558888,0.005745669],"genre_scores_gemma":[0.9990645,0.0001711626,0.0005705882,0.000004955794,0.0000536613,0.000005418253,0.00002725755,0.00002569676,0.00007678173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3799351,"threshold_uncertainty_score":0.5393558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004076379891400429,"score_gpt":0.1899474449317484,"score_spread":0.185871065040348,"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."}}