{"id":"W2003866145","doi":"10.1139/cgj-2013-0332","title":"Experimental study on volumetric behaviour of Maryland clay and the role of degree of saturation","year":2014,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oedometer test; Degree of saturation; Geotechnical engineering; Saturation (graph theory); Compaction; Degree (music); Materials science; Water content; Water saturation; Suction; Volume (thermodynamics); Mineralogy; Geology; Soil science; Soil water; Mathematics; Engineering; Thermodynamics; Porosity","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":[0.0002757847,0.00007783178,0.000187046,0.0002042779,0.00004040172,0.00001167017,0.0001268767,0.0000833803,0.00001642001],"category_scores_gemma":[0.00005771367,0.00005436535,0.00004887132,0.0001857875,0.00007443392,0.00003742581,0.000009144237,0.000278149,5.546117e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004573434,"about_ca_system_score_gemma":0.0000358043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003504779,"about_ca_topic_score_gemma":0.0008115357,"domain_scores_codex":[0.9993508,0.00005007367,0.00026513,0.00005986838,0.0001492347,0.0001249214],"domain_scores_gemma":[0.9995579,0.00006542074,0.00006672942,0.0001255772,0.00004624664,0.0001381387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00160417,0.001600157,0.1976637,0.000145417,0.001163462,0.0001084342,0.008027786,0.07742102,0.2187367,0.005103974,0.005877523,0.4825477],"study_design_scores_gemma":[0.00792135,0.002995137,0.7582582,0.0001916192,0.0002522241,0.0002929288,0.003356876,0.1072048,0.1169638,0.0007447142,0.00128059,0.0005378705],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998353,0.0007044803,0.0001394719,0.00003895914,0.00009090405,0.0001142998,0.000006986068,0.000007960929,0.0005439067],"genre_scores_gemma":[0.9998692,0.0000132437,0.0000414712,0.00001319787,0.0000445044,0.000002396866,0.00000101143,0.000009385866,0.000005552502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5605944,"threshold_uncertainty_score":0.52982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009386593312322371,"score_gpt":0.2044953823238135,"score_spread":0.1951087890114912,"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."}}