{"id":"W3015339639","doi":"10.1139/cgj-2019-0414","title":"Estimating overconsolidation ratio (OCR) in structured and unstructured cohesive soil with field vane tests referencing soil index properties","year":2020,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soil water; Geotechnical engineering; Plasticity; Environmental science; Field (mathematics); Soil test; Soil science; Geology; Mathematics; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009709228,0.0005280708,0.0003188399,0.003479175,0.0002249264,0.0005902486,0.0005034702,0.0003795882,0.001116875],"category_scores_gemma":[0.00250414,0.0002268411,0.0002532153,0.002213512,0.0003238817,0.000598824,0.000395598,0.0002509926,0.0002549415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000451429,"about_ca_system_score_gemma":0.000469657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01293362,"about_ca_topic_score_gemma":0.03352119,"domain_scores_codex":[0.9994389,0.00006428501,0.00005492865,0.0001274725,0.000255094,0.00005933168],"domain_scores_gemma":[0.9980729,0.000570087,0.0003547515,0.0001757969,0.0007403552,0.00008604334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005884927,0.0003842348,0.6581595,0.000255835,0.0001353395,0.0003152432,0.0005632116,0.04148737,0.1291797,0.0007350296,0.0004792302,0.1677169],"study_design_scores_gemma":[0.0000206722,0.0005650292,0.8014535,0.000038727,0.00006114709,0.0002075941,0.0006902841,0.1336812,0.06126305,0.0006882717,0.001250506,0.00008001587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835485,0.00006792015,0.01450156,0.000005637691,0.000005959719,0.00004743441,0.0004227404,0.0001486278,0.001251605],"genre_scores_gemma":[0.9911463,0.00005209332,0.007849934,0.000005607855,0.000002209455,0.00003630421,0.0004809983,0.00001700814,0.0004095727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01293362,"threshold_uncertainty_score":0.02571666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01135828612289654,"score_gpt":0.187262801947626,"score_spread":0.1759045158247294,"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."}}