{"id":"W4409799789","doi":"10.11159/icgre25.209","title":"Clay Soil Stabilization Using Sugarcane Ash and Lime","year":2025,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Landfill Environmental Impact Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lime; Soil stabilization; Environmental science; Waste management; Soil water; Soil science; Materials science; Engineering; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001513327,0.0003904021,0.0003130751,0.000548462,0.0002325453,0.0003415234,0.0002339664,0.0002393085,0.0007130302],"category_scores_gemma":[0.0001548428,0.0001329341,0.0003010627,0.0003288431,0.0001995924,0.000309182,0.0002749098,0.0002928572,0.0001272578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002151483,"about_ca_system_score_gemma":0.0003287153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00211388,"about_ca_topic_score_gemma":0.007784151,"domain_scores_codex":[0.9998149,0.00002025473,0.00001475146,0.00003187206,0.00007861733,0.00003957526],"domain_scores_gemma":[0.9999137,0.000009295652,0.00002988567,0.000006846677,0.00002190751,0.00001832475],"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":[0.0001177904,0.00004073938,0.001221124,0.0002367428,0.00003465859,0.00007901897,0.00002267073,0.0002487428,0.9879965,0.00004974101,0.00003009233,0.009922219],"study_design_scores_gemma":[0.000005323049,0.0004488572,0.005101163,0.00001239324,0.00004963489,0.00007601019,0.00005022156,0.0004659916,0.9914658,0.0000164698,0.002298852,0.00000920653],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943424,0.003041241,0.001358437,0.00004313896,0.00001753924,0.00002431279,0.00007410107,0.00004654197,0.001052267],"genre_scores_gemma":[0.9959099,0.001161783,0.001750615,0.00003858265,0.000006046194,0.0000113496,0.00006358547,0.000007657442,0.001050449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00211388,"threshold_uncertainty_score":0.004203141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005143040373133568,"score_gpt":0.1983465052155538,"score_spread":0.1932034648424202,"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."}}