{"id":"W4403794310","doi":"10.1680/jgein.23.00188","title":"3-Dimensional numerical analysis of geosynthetic double-encased annulus stone columns","year":2024,"lang":"en","type":"article","venue":"Geosynthetics International","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Geosynthetics; Geotechnical engineering; Annulus (botany); Geology; Materials science; Composite material","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":[0.000194029,0.0001694339,0.0002632615,0.0005348213,0.00002947704,0.00005349578,0.0002304915,0.0001198336,0.0008280138],"category_scores_gemma":[0.00005253932,0.000174264,0.000238562,0.0008353932,0.00006217143,0.00008180476,0.00004859655,0.0002087737,0.00005259212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001101216,"about_ca_system_score_gemma":0.00002630302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004263009,"about_ca_topic_score_gemma":0.00001523066,"domain_scores_codex":[0.9986735,0.00001348975,0.0003973937,0.0002426157,0.0004601385,0.0002128875],"domain_scores_gemma":[0.9994022,0.0001316325,0.00002679909,0.0002339051,0.0001207256,0.00008475025],"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":[0.00001256151,0.00004983753,0.00005098379,0.00003704101,0.0006141564,0.00001166889,0.0000955327,0.9874619,0.001481948,0.00631265,0.0002231991,0.003648522],"study_design_scores_gemma":[0.0001484338,0.00002269043,0.001089081,0.00004908781,0.0002996505,0.00001129755,0.00001369193,0.9903922,0.001035329,0.0002285139,0.006531731,0.0001782964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7915331,0.0008166317,0.1921591,0.0005044434,0.003433421,0.000237186,0.0005171219,0.001478141,0.009320887],"genre_scores_gemma":[0.9989409,0.00003544079,0.0005245782,0.00001168128,0.0000637312,0.00001786464,0.0001404818,0.00003469361,0.000230586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2074078,"threshold_uncertainty_score":0.906617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008814933439504962,"score_gpt":0.236671431316234,"score_spread":0.227856497876729,"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."}}