{"id":"W3007150823","doi":"10.1061/9780784482834.023","title":"Experimental Study to Determine an EICP Application Method Feasible for Field Treatment for Soil Erosion Control","year":2020,"lang":"en","type":"article","venue":"Geo-Congress 2020","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cementation (geology); Soil stabilization; Compaction; Geotechnical engineering; Environmental science; Soil science; Soil water; Geology; Materials science; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0001786611,0.0001949634,0.0002660239,0.00001936841,0.0002210347,0.00007284682,0.0002790716,0.00005646288,0.0007023624],"category_scores_gemma":[0.00004363702,0.0001829987,0.00007462065,0.0001273709,0.00003066791,0.0001398054,0.00009439947,0.00003081117,0.0001607804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001383061,"about_ca_system_score_gemma":0.00001210615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002331996,"about_ca_topic_score_gemma":0.0001279129,"domain_scores_codex":[0.9986053,0.00006409687,0.0003213876,0.0006479766,0.0001245842,0.0002366599],"domain_scores_gemma":[0.9991888,0.0001224503,0.0001201992,0.0003493434,0.00002159039,0.000197582],"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":[0.0005691987,0.0004994466,0.001441578,0.000009366149,0.00002072971,4.913693e-7,0.0008390949,0.0009659873,0.9667463,0.0000445678,0.002953325,0.02590995],"study_design_scores_gemma":[0.003526176,0.003399065,0.0004632068,0.000004076131,0.00007333298,0.000004837063,0.0006545685,0.009937024,0.9559261,0.0001413143,0.02555744,0.0003128217],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7270347,0.00001080745,0.2649361,0.001568562,0.0002310627,0.005866504,0.0001945696,0.00009513082,0.00006252769],"genre_scores_gemma":[0.9455202,0.000001293596,0.04825766,0.001333052,0.0002536215,0.004413713,0.00004819544,0.00002852978,0.0001437674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2184855,"threshold_uncertainty_score":0.7690376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03373518611126816,"score_gpt":0.3365530425550975,"score_spread":0.3028178564438294,"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."}}