{"id":"W4415715005","doi":"10.1139/cgj-2025-0411","title":"Temperature-dependent behaviour and microstructure of fungus-treated carbonate sand","year":2025,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microstructure; Cohesion (chemistry); Porosity; Stiffness; Strain hardening exponent; Hardening (computing); Shrinkage; Carbonate; Pore water pressure","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001975722,0.0001148856,0.0001639233,0.0001198759,0.0001983618,0.00007164689,0.0002351185,0.0001862058,0.001504182],"category_scores_gemma":[0.00003419202,0.0001052765,0.0000388679,0.0002237509,0.0002904919,0.00005752801,0.0000815782,0.0003032543,0.00001202961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002813793,"about_ca_system_score_gemma":0.0001128906,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01226752,"about_ca_topic_score_gemma":0.004565367,"domain_scores_codex":[0.9991196,0.00004007204,0.000306783,0.0002010993,0.0001055404,0.0002268626],"domain_scores_gemma":[0.9994069,0.00001535041,0.00009230756,0.0002002489,0.00002597094,0.0002592297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001716683,0.00001251279,0.03992662,0.000008206029,0.00002350519,0.00002941343,0.00002353302,0.0004801386,0.9464627,0.0003112452,0.008446535,0.004258404],"study_design_scores_gemma":[0.001688967,0.00009398498,0.6787927,0.0001744704,0.0002110894,0.003352981,0.0001155359,0.000140838,0.2544229,0.008357706,0.05188878,0.0007599873],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973042,0.0001302053,0.0000541743,0.0007673705,0.000201882,0.0001715196,0.00009008734,0.00001642747,0.001264111],"genre_scores_gemma":[0.9985751,0.00004295992,0.0006492441,0.0002920571,0.00002689231,0.000004028624,0.000003972381,0.000007906949,0.0003978576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6920398,"threshold_uncertainty_score":0.9994086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003519145941225544,"score_gpt":0.2078607829853189,"score_spread":0.2043416370440934,"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."}}