{"id":"W2560477648","doi":"10.1680/jgere.16.00008","title":"Determining silt state from CPTu","year":2016,"lang":"en","type":"article","venue":"Geotechnical Research","topic":"Geotechnical Engineering and Soil Mechanics","field":"Engineering","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surrey Memorial Hospital","funders":"","keywords":"Silt; Tailings; Geotechnical engineering; Slurry; Geology; Environmental science; Mining engineering; Materials science; Environmental engineering; Geomorphology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003010666,0.0004171873,0.000202058,0.001069366,0.0002343603,0.0005024301,0.0004433484,0.0003940879,0.002687732],"category_scores_gemma":[0.001364721,0.0002097039,0.000204769,0.0008432745,0.0003481278,0.0005554759,0.0003878255,0.0003567444,0.0007429312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005115555,"about_ca_system_score_gemma":0.000325618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005141926,"about_ca_topic_score_gemma":0.01206304,"domain_scores_codex":[0.9997529,0.00001203151,0.00001237228,0.00005981719,0.0001369284,0.00002583001],"domain_scores_gemma":[0.9995285,0.0001067572,0.00008100682,0.00005802319,0.0001942445,0.00003144694],"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":[0.0004067625,0.0001707941,0.1198779,0.0003038879,0.00004666829,0.0005501778,0.0007303311,0.08835495,0.6530543,0.001726941,0.001460454,0.1333169],"study_design_scores_gemma":[0.00001250623,0.0002908833,0.1255528,0.00005700329,0.00003705973,0.0002545265,0.0004605156,0.3994025,0.4677718,0.001134518,0.004956761,0.00006919186],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9059172,0.0001428024,0.08355855,0.00003160277,0.00002861893,0.00009275257,0.002150788,0.001196537,0.006881115],"genre_scores_gemma":[0.9876428,0.00008839115,0.009991165,0.00001383413,0.000002751795,0.000029398,0.0009652622,0.00007553469,0.001190845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005141926,"threshold_uncertainty_score":0.01022398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05178896467851257,"score_gpt":0.3007128954360425,"score_spread":0.2489239307575299,"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."}}