{"id":"W3125736345","doi":"10.1139/cgj-2020-0361","title":"Model tests on biogrouted granular columns in soft soil","year":2021,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cementation (geology); Scanning electron microscope; Geotechnical engineering; Materials science; Cement; Calcium carbonate; Composite material; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002919722,0.0001048017,0.0001392653,0.00008693925,0.0002263052,0.00009856145,0.0002891615,0.0001524349,0.006144861],"category_scores_gemma":[0.0001114762,0.000117934,0.00005780782,0.0003542679,0.0001772882,0.00008064913,0.00006366348,0.0003765226,0.0007831737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006542962,"about_ca_system_score_gemma":0.0002829795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0106978,"about_ca_topic_score_gemma":0.1139439,"domain_scores_codex":[0.9988701,0.00005112642,0.0002815979,0.0002589744,0.0001726362,0.0003655374],"domain_scores_gemma":[0.9991584,0.00002315566,0.00006241939,0.0002842751,0.0000200311,0.0004517582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001936954,0.0001574085,0.00829242,0.000006148713,0.0000133117,0.000706437,0.0001099024,0.5646218,0.3044063,0.0008734568,0.08231607,0.03847732],"study_design_scores_gemma":[0.004104652,0.0002185378,0.109936,0.0003665157,0.00009047138,0.009649756,0.0002573243,0.2648212,0.0251788,0.1278981,0.4547349,0.002743623],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696065,0.0000480505,0.01767055,0.008663808,0.0003488033,0.0002833817,0.00009575873,0.0000666985,0.00321644],"genre_scores_gemma":[0.9935901,0.0000263183,0.004127,0.001886558,0.00005684278,0.000007966381,0.000008543517,0.00001559532,0.0002810366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3724189,"threshold_uncertainty_score":0.9999948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01398118314829068,"score_gpt":0.2261951851480776,"score_spread":0.212214001999787,"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."}}