{"id":"W4400829594","doi":"10.1144/qjegh2024-036","title":"The influence of earthworks construction on porewater pressures in clays and mudstones of the Lias Group","year":2024,"lang":"en","type":"article","venue":"Quarterly Journal of Engineering Geology and Hydrogeology","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geomechanica (Canada)","funders":"Engineering and Physical Sciences Research Council; Newcastle University; Royal Academy of Engineering","keywords":"Earthworks; Geology; Pore water pressure; Group (periodic table); Geotechnical engineering; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0003942254,0.00008069985,0.0002163558,0.0001192947,0.00004836135,0.000009148951,0.000114713,0.0001070255,0.00002192972],"category_scores_gemma":[0.00004448343,0.00004146749,0.00005379173,0.0001117737,0.0003356845,0.00005938677,0.000007327757,0.0002844121,8.210409e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":7.881371e-7,"about_ca_system_score_gemma":0.0000111891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002367898,"about_ca_topic_score_gemma":0.0004401635,"domain_scores_codex":[0.9992704,0.00008583527,0.0003316688,0.00009807621,0.00007368447,0.0001403008],"domain_scores_gemma":[0.9993654,0.0003918174,0.0001042515,0.00007608749,0.00003156832,0.00003081163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007887196,0.00001007587,0.5050232,0.00004755826,0.0001030225,0.00002575897,0.0006413942,0.4745756,0.0002592362,0.002019413,0.000006519759,0.0172094],"study_design_scores_gemma":[0.000214505,0.001031073,0.9054428,0.0001225589,0.00005658079,0.0005340584,0.0001573997,0.0860009,0.00008067077,0.005977972,0.0003031569,0.00007831496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944667,0.004394471,0.0001331427,0.0007096208,0.0002361704,0.00003127124,0.000001855378,0.000004140863,0.00002261901],"genre_scores_gemma":[0.9995291,0.0002817487,0.0001239873,0.00001946419,0.00003388229,2.946542e-7,6.599555e-7,0.000001299035,0.000009561901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4004197,"threshold_uncertainty_score":0.1690995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003368031121968617,"score_gpt":0.1732169673579641,"score_spread":0.1698489362359955,"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."}}