{"id":"W2094683209","doi":"10.1520/gtj101416","title":"Suction Measurements as Indicators of Sample Quality in Soft Clay","year":2009,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Massachusetts Amherst; University College Dublin","keywords":"Suction; Geotechnical engineering; Sampling (signal processing); Soil test; Environmental science; Materials science; Geology; Soil science; Soil water; Engineering; Meteorology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001391999,0.0002793651,0.0003033974,0.001872463,0.0003781309,0.0007326171,0.0002703137,0.0003607497,0.0007187658],"category_scores_gemma":[0.003342608,0.000222678,0.0001996197,0.0009629953,0.0005242602,0.0004333067,0.0006960339,0.0002154809,0.0001916492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002417511,"about_ca_system_score_gemma":0.0001458567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001908476,"about_ca_topic_score_gemma":0.004281031,"domain_scores_codex":[0.9983505,0.0003800977,0.0001690985,0.0001738453,0.0008152553,0.0001112494],"domain_scores_gemma":[0.9962527,0.001191823,0.001033576,0.0001273801,0.001211955,0.0001825682],"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":[0.001451912,0.0000766341,0.442825,0.0002506054,0.0000969525,0.0002763429,0.0009069451,0.0006618643,0.5328101,0.00006859256,0.00013589,0.0204393],"study_design_scores_gemma":[0.00001684312,0.0008562607,0.8253989,0.00003538507,0.00007104844,0.0004804026,0.00104928,0.001696084,0.1694385,0.00008037648,0.0008477519,0.0000292943],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947373,0.0003897892,0.004052762,0.00001021415,0.000008107639,0.00004251281,0.0002103111,0.00003537767,0.0005136828],"genre_scores_gemma":[0.9958263,0.0001302751,0.003414348,0.00001446066,0.000004671732,0.00002296999,0.0002643685,0.000009511681,0.0003130685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001908476,"threshold_uncertainty_score":0.00736165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05278487751623098,"score_gpt":0.2927896190252464,"score_spread":0.2400047415090154,"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."}}