{"id":"W3200514886","doi":"10.1520/gtj20200312","title":"Reappraisal of Fall-Cone Flow Curve for Soil Plasticity Determinations","year":2021,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Plasticity; Geotechnical engineering; Geology; Flow (mathematics); Soil mechanics; Cone (formal languages); Mathematics; Geometry; Soil science; Soil water; Materials science","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":[0.0003922748,0.0001595561,0.0002826551,0.00008618318,0.0001243055,0.00004570464,0.0001675065,0.0001934125,0.00001405855],"category_scores_gemma":[0.007274314,0.0001651601,0.0001390444,0.0004052922,0.00006677202,0.00009859177,0.00004393145,0.0005150998,0.000002540505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004109541,"about_ca_system_score_gemma":0.00007883932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003069799,"about_ca_topic_score_gemma":0.000005619363,"domain_scores_codex":[0.9987047,0.00002789168,0.0005526806,0.0001627249,0.0002272932,0.0003247006],"domain_scores_gemma":[0.9981405,0.001035379,0.00008373698,0.0001651751,0.0004312901,0.000143883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003799491,0.00004420367,0.00005970901,0.00008969742,0.00002163832,0.000011492,0.0000168165,0.9694646,0.01391732,0.0002850711,0.000176713,0.01590893],"study_design_scores_gemma":[0.0004253227,0.00009172686,0.001480114,0.0001676224,0.00004247012,0.0003277517,0.00001272774,0.9903403,0.004595591,0.001144466,0.001173022,0.0001989016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1227822,0.0001501442,0.8755924,0.00008499346,0.0003165169,0.0001045049,0.00003019533,0.0004698391,0.000469246],"genre_scores_gemma":[0.950962,0.00002782267,0.04872275,0.00001035894,0.0001867426,0.0000187963,0.00001067828,0.00003950997,0.00002134619],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8281798,"threshold_uncertainty_score":0.8708559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02685458639609509,"score_gpt":0.2496299625614378,"score_spread":0.2227753761653427,"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."}}