{"id":"W4392506349","doi":"10.1061/9780784485330.010","title":"Centrifuge Modeling of Soil-Structure Interaction with MICP Improved Soil","year":2024,"lang":"en","type":"article","venue":"","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Centrifuge; Soil science; Environmental science; Computer science; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006238033,0.00009291174,0.00009213316,0.00003532118,0.00004297242,0.00004741754,0.0001512921,0.00004815431,0.005441879],"category_scores_gemma":[0.000006554181,0.00006967471,0.0000262722,0.0001707225,0.00007765229,0.0001998898,0.000103203,0.00007577735,0.0001729808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008817843,"about_ca_system_score_gemma":0.00001251866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004394599,"about_ca_topic_score_gemma":0.000252736,"domain_scores_codex":[0.9993277,0.00001309682,0.0002021347,0.0002486228,0.00009373696,0.0001146981],"domain_scores_gemma":[0.9996454,0.00001273562,0.00004241541,0.000259119,0.000009267852,0.00003112518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000174205,0.000008638353,0.0001110311,0.00002363832,0.00001174628,3.936376e-7,0.00008145603,0.02877107,0.9668451,0.0005135932,0.0004541422,0.003161781],"study_design_scores_gemma":[0.0001656619,0.00002682973,0.00004587366,0.00004062225,0.00002655979,0.000071594,0.0001215927,0.3945677,0.5973892,0.002247854,0.005116616,0.0001799887],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696614,0.00001152425,0.02527475,0.0001683203,0.0002984863,0.0001666614,0.00002588276,0.0000929157,0.004300088],"genre_scores_gemma":[0.9875152,0.000007289322,0.01199991,0.00004240508,0.00004516259,0.000007664656,0.000009366735,0.00001285733,0.0003601234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3694559,"threshold_uncertainty_score":0.9954673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006195524094516607,"score_gpt":0.2201257099368079,"score_spread":0.2139301858422913,"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."}}