{"id":"W4412608611","doi":"10.1139/cgj-2024-0737","title":"Electro-osmotic-assisted consolidating of undisturbed soft sensitive clay","year":2025,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Electrokinetic Soil Remediation Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Aalto-Yliopisto","keywords":"Geotechnical engineering; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003465967,0.000170916,0.0002946582,0.0005433469,0.0001091748,0.00004818306,0.0002502919,0.0002371897,0.00004730669],"category_scores_gemma":[0.00051435,0.0001827037,0.0001097353,0.0005736614,0.00009960761,0.00006319972,0.00001687728,0.0008095432,0.0000059111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006972405,"about_ca_system_score_gemma":0.0006534647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001009947,"about_ca_topic_score_gemma":0.0009156719,"domain_scores_codex":[0.9985799,0.00006053327,0.000509005,0.0001406443,0.000188091,0.0005218887],"domain_scores_gemma":[0.9989413,0.0001972417,0.00008773356,0.000213419,0.0002181828,0.0003421213],"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":[0.00006241071,0.00009721483,0.001844637,0.0002759095,0.001027066,0.00055451,0.0003066708,0.02174196,0.5863742,0.01459591,0.1288988,0.2442207],"study_design_scores_gemma":[0.001381063,0.0002970207,0.02210012,0.0006846368,0.0002352509,0.001013088,0.0001461674,0.0774865,0.8565646,0.01069618,0.02844965,0.000945728],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3229265,0.002205329,0.6211101,0.0059069,0.001582775,0.00125471,0.0001010579,0.001990714,0.04292195],"genre_scores_gemma":[0.9974824,0.00007321313,0.001893852,0.0003419931,0.00007891416,0.0000068533,0.00000827726,0.00002636564,0.00008819807],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6745558,"threshold_uncertainty_score":0.7450442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005784527995177614,"score_gpt":0.2221865556484877,"score_spread":0.2164020276533101,"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."}}