{"id":"W2366035543","doi":"","title":"Comparative Study of Environmental Effect of Soft Clay Subgrade under Different Treatment Measure","year":2014,"lang":"en","type":"article","venue":"Jiangsu Construction","topic":"Environmental Changes in China","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"La Cité Collégiale","funders":"","keywords":"Subgrade; Geotechnical engineering; Pile; Bulk density; Compressibility; Environmental science; Permeability (electromagnetism); Water content; Geology; Soil science; Moisture; Soil water; Materials science; Engineering; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001597514,0.0002851824,0.0004889968,0.00005438173,0.00008994975,0.00000671012,0.0001596094,0.00008699379,0.0009273346],"category_scores_gemma":[0.000006761615,0.0002180529,0.0001126953,0.00009618807,0.0005841441,0.0001187567,0.0001209979,0.0001068339,0.00007215188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004832305,"about_ca_system_score_gemma":0.000001905337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001384049,"about_ca_topic_score_gemma":0.0001453657,"domain_scores_codex":[0.9982163,0.0003449138,0.0003412514,0.0003908889,0.0005012551,0.0002053883],"domain_scores_gemma":[0.9991308,0.0001389524,0.0002633753,0.0003802706,0.000001547888,0.00008508912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001634488,0.001035261,0.877543,0.00001475118,0.000117192,9.00515e-7,0.001899321,0.001082355,0.09508719,0.00002289598,0.00002478256,0.02300895],"study_design_scores_gemma":[0.002874689,0.005291726,0.7790032,0.00002005646,0.0002048228,0.00002209124,0.001587315,0.0004530164,0.2100195,0.0001476307,0.0001085131,0.0002674157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967986,0.00002851994,0.0002548216,0.00001923163,0.0001973212,0.0007418008,0.00002070069,0.00002291927,0.00191605],"genre_scores_gemma":[0.9996188,0.000008895289,0.0001786749,0.000008328434,0.00003690269,0.00004709615,0.00001199487,0.00001765178,0.00007164286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1149323,"threshold_uncertainty_score":0.9999859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01343023021574151,"score_gpt":0.2401081423983372,"score_spread":0.2266779121825956,"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."}}