{"id":"W4220858709","doi":"10.1061/9780784484012.017","title":"Impact of Colloidal Silica Treatment on an Earthfill Dam","year":2022,"lang":"en","type":"article","venue":"Geo-Congress 2022","topic":"Grouting, Rheology, and Soil Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Geotechnical engineering; Earthworks; Outflow; Environmental science; Geology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001591293,0.0002090517,0.0002962437,0.0001296989,0.0001639056,0.00001317133,0.0002271945,0.00006410479,0.001399742],"category_scores_gemma":[0.00001811157,0.000199157,0.0001695442,0.0001948859,0.00003090581,0.00005554774,0.00007767392,0.0002171967,0.00001953131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002928987,"about_ca_system_score_gemma":0.00005356139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001632761,"about_ca_topic_score_gemma":0.00007700347,"domain_scores_codex":[0.9988423,0.00009623323,0.0002278151,0.0002422337,0.0002234093,0.0003679913],"domain_scores_gemma":[0.9993066,0.0000561852,0.00005973691,0.0004377932,0.00002611644,0.0001135523],"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":[0.0007976277,0.002296211,0.03819873,0.0001193154,0.001476899,0.0003915566,0.008974867,0.8255576,0.0457828,0.02059672,0.009949118,0.04585855],"study_design_scores_gemma":[0.01580105,0.04079837,0.1394813,0.00006239551,0.000518111,0.0004226274,0.007637032,0.6540784,0.05202591,0.004343756,0.08094507,0.003886039],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994464,0.000186246,0.00001304858,0.00001901795,0.001022522,0.0002192569,0.0003747767,0.0001789077,0.003522196],"genre_scores_gemma":[0.9986859,0.0000289589,0.00003247614,0.00002423902,0.00006268432,0.00009680588,0.00009677323,0.00004235202,0.0009298001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1714793,"threshold_uncertainty_score":0.9995131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01164595617117315,"score_gpt":0.2519835920271822,"score_spread":0.240337635856009,"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."}}