{"id":"W3000303609","doi":"10.1061/9780784482117.020","title":"Nonlinear Failure Envelope for Microbial Induced Calcium Carbonate Precipitation Treated Sand","year":2019,"lang":"en","type":"article","venue":"Geo-Congress 2019","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nonlinear system; Calcium carbonate; Precipitation; Envelope (radar); Calcium; Carbonate; Geology; Materials science; Computer science; Composite material; Metallurgy; Physics; Meteorology; Telecommunications","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":["insufficient_payload"],"category_scores_codex":[0.0002477102,0.0002193444,0.0002613263,0.00006207883,0.0001267208,0.0000857062,0.0003154932,0.0002119902,0.003591776],"category_scores_gemma":[0.00003063234,0.0002114135,0.00007590499,0.0002111035,0.0001063804,0.0002469606,0.0001427142,0.0001094113,0.003192952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001941667,"about_ca_system_score_gemma":0.00003742903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004180595,"about_ca_topic_score_gemma":0.00008513524,"domain_scores_codex":[0.9985334,0.00005919238,0.0003731975,0.0005287723,0.0001635677,0.0003418457],"domain_scores_gemma":[0.9991389,0.00007080066,0.0002183995,0.0004379949,0.00004994461,0.00008398449],"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":[0.00007932098,0.00004151225,0.003266236,0.00001790322,0.00002092417,4.127301e-7,0.0001486038,0.0001383982,0.9814056,0.00004971372,0.009591001,0.005240353],"study_design_scores_gemma":[0.001885185,0.0001097334,0.004603781,0.00002930248,0.00004351147,0.00002050329,0.00005555722,0.0004572447,0.7253919,0.0002389381,0.2666745,0.0004898468],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936403,0.00001104907,0.0001886717,0.0003719995,0.001127284,0.001565398,0.0003086761,0.00008657507,0.002700064],"genre_scores_gemma":[0.9748151,0.0000102496,0.01690965,0.0002132302,0.0002318579,0.0001833113,0.0004119609,0.00005901917,0.007165565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2570835,"threshold_uncertainty_score":0.9975832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01134834557238991,"score_gpt":0.2462242283595957,"score_spread":0.2348758827872058,"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."}}