{"id":"W4407393006","doi":"10.3390/ma18040809","title":"Properties and Behavior of Sandy Soils by a New Interpretation of MICP","year":2025,"lang":"en","type":"article","venue":"Materials","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Soil water; Interpretation (philosophy); Geotechnical engineering; Soil science; Geology; Environmental science; Computer science","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":[0.0002328728,0.0004589619,0.0002147986,0.001331831,0.0001758225,0.0006184563,0.0003347155,0.0004120998,0.0008683545],"category_scores_gemma":[0.0007162048,0.0002218553,0.0002202724,0.0009762103,0.0003153602,0.0004888512,0.0003451296,0.0003394953,0.0002641361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002174072,"about_ca_system_score_gemma":0.0001423713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00165244,"about_ca_topic_score_gemma":0.001107385,"domain_scores_codex":[0.9997526,0.0000236295,0.00001647665,0.0000549198,0.0001304716,0.0000219523],"domain_scores_gemma":[0.9996616,0.0000616059,0.00007167132,0.00003527942,0.000143483,0.00002649478],"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":[0.0002660513,0.00004334761,0.02346047,0.0003710942,0.00002521013,0.0006525943,0.0002563627,0.004029509,0.9385515,0.0008362273,0.0003600406,0.03114763],"study_design_scores_gemma":[0.00003064823,0.0006235627,0.2405077,0.00006798945,0.00008956968,0.003143525,0.001316803,0.1247022,0.6088692,0.002506223,0.0179832,0.000159278],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662918,0.001943546,0.02183751,0.0001783316,0.00005015986,0.0000483762,0.0008597831,0.0003373466,0.008453163],"genre_scores_gemma":[0.9936407,0.0003990784,0.004887145,0.00003226404,0.00001787807,0.00002056548,0.0002415206,0.00001706061,0.0007437103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00165244,"threshold_uncertainty_score":0.003285587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009608387162952897,"score_gpt":0.2286596021824287,"score_spread":0.2190512150194758,"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."}}