{"id":"W4412426739","doi":"10.1016/j.soildyn.2025.109606","title":"Small strain stiffness degradation of MICP-treated sand and silt","year":2025,"lang":"en","type":"article","venue":"Soil Dynamics and Earthquake Engineering","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Agencia Nacional de Investigación y Desarrollo; Corporación de Fomento de la Producción","keywords":"Silt; Geotechnical engineering; Degradation (telecommunications); Stiffness; Strain (injury); Geology; Materials science; Composite material; Engineering; Geomorphology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001135916,0.0003138608,0.0002524179,0.0002713985,0.000233935,0.0002697267,0.0001245502,0.0003364317,0.002666984],"category_scores_gemma":[0.00031486,0.0001720409,0.000220223,0.000228796,0.0002259886,0.0001602731,0.0001228928,0.0003241168,0.000290199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001990804,"about_ca_system_score_gemma":0.0002482966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003235649,"about_ca_topic_score_gemma":0.005155056,"domain_scores_codex":[0.9998653,0.000009432337,0.00001032913,0.00002263956,0.00004945704,0.00004272691],"domain_scores_gemma":[0.9998257,0.00002986617,0.00003925976,0.00001250722,0.00005623648,0.00003657424],"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":[0.0002793039,0.00001689992,0.0008073548,0.00004123616,0.000007170029,0.00008449427,0.00005663012,0.0003084129,0.9964675,0.00001998976,0.00003276809,0.001878318],"study_design_scores_gemma":[0.000003095895,0.0002239422,0.01128075,0.000004130933,0.00001016662,0.00003816783,0.0001224603,0.001317408,0.9864944,0.00001160552,0.0004877496,0.00000617941],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983442,0.0001450853,0.0004398576,0.00001480527,0.00001061323,0.000005479786,0.000223272,0.00001448282,0.0008022073],"genre_scores_gemma":[0.9977852,0.00007490502,0.0003076001,0.00001033126,0.000001969624,0.00000502042,0.0002138119,0.000008382483,0.001592659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003235649,"threshold_uncertainty_score":0.008921921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005121978467320348,"score_gpt":0.1838397294722458,"score_spread":0.1787177510049255,"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."}}