{"id":"W4414257869","doi":"10.18280/rcma.350403","title":"Effect of Initial Saturation Level on Leaching and Permeability of Treated Gyoseous Soil","year":2025,"lang":"fr","type":"article","venue":"Revue des composites et des matériaux avancés","topic":"Agriculture, Soil, Plant Science","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Saturation (graph theory); Permeability (electromagnetism); Water content; Moisture; Soil water; Lime; Degree of saturation; Hydraulic conductivity","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":[0.0001585739,0.0002681063,0.0002678329,0.0001931189,0.0001293387,0.0002610755,0.0001442625,0.0001642583,0.0009450899],"category_scores_gemma":[0.0004176905,0.000132375,0.0002071879,0.0002772525,0.0002200413,0.0002242089,0.0001735036,0.0003029838,0.00009698714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002901503,"about_ca_system_score_gemma":0.0001996979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002334829,"about_ca_topic_score_gemma":0.004261277,"domain_scores_codex":[0.9998435,0.00002136279,0.0000198025,0.00002759491,0.00005379228,0.00003401607],"domain_scores_gemma":[0.9997768,0.00005850607,0.00007157125,0.00001365857,0.00004500325,0.00003443754],"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":[0.0003261036,0.00003893322,0.001614,0.0001051539,0.00001716338,0.00007970854,0.00009961697,0.0005717454,0.9949869,0.00002977457,0.00002017344,0.002110791],"study_design_scores_gemma":[0.00000820586,0.000999078,0.01976122,0.0000145225,0.00003408937,0.00006065143,0.0001246695,0.001052182,0.9771434,0.00002671468,0.0007639201,0.00001133638],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991459,0.0002124937,0.0002165624,0.000008847454,0.000003309733,0.000006821393,0.00008133143,0.000008809247,0.0003158908],"genre_scores_gemma":[0.9987798,0.0002271258,0.0003986597,0.00001034414,0.000001927053,0.00000913498,0.00009663403,0.000005372965,0.0004710467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002334829,"threshold_uncertainty_score":0.004642487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05106475913276427,"score_gpt":0.3088981084434923,"score_spread":0.257833349310728,"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."}}