{"id":"W2512799784","doi":"10.1061/9780784480151.050","title":"Evaluation of CPT-Based Empirical Characterization Methods for Sands","year":2016,"lang":"en","type":"article","venue":"Geo-Chicago 2016","topic":"Geotechnical Engineering and Soil Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Cone penetration test; Relative density; Geotechnical engineering; Modulus; Penetration test; Empirical modelling; Calibration; Materials science; Range (aeronautics); Penetration depth; Geology; Soil science; Mathematics; Composite material; Subgrade; Optics; Engineering; Physics; Statistics; Simulation","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":[0.00367023,0.0009449854,0.0003415075,0.002439586,0.0002741565,0.0007516082,0.001087344,0.0005247694,0.001942311],"category_scores_gemma":[0.02339165,0.000238041,0.0003741318,0.001384797,0.0004414515,0.001170877,0.0009026479,0.0005079681,0.000687326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008442026,"about_ca_system_score_gemma":0.001169281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002742466,"about_ca_topic_score_gemma":0.003482617,"domain_scores_codex":[0.9977511,0.0005937907,0.0001325629,0.0002727097,0.001180219,0.00006955546],"domain_scores_gemma":[0.9870024,0.005782499,0.001506046,0.001166747,0.004332541,0.000209711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009438131,0.000396918,0.04320472,0.0005959644,0.0001472809,0.0002114565,0.0002796555,0.2777483,0.07677017,0.008149819,0.0017479,0.5898041],"study_design_scores_gemma":[0.00002660106,0.0002326339,0.01263323,0.00002937701,0.00002418718,0.0002226485,0.00007066101,0.9508988,0.03337347,0.0008824573,0.001563771,0.00004211675],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1849977,0.0003327345,0.8082837,0.00006815419,0.00005551936,0.0002883495,0.0007141473,0.001984973,0.003274696],"genre_scores_gemma":[0.5663539,0.000322939,0.4305478,0.00003473699,0.00002741624,0.0002436179,0.001007105,0.0002052271,0.001257233],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00367023,"threshold_uncertainty_score":0.01941025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04532675483557883,"score_gpt":0.3431575477564565,"score_spread":0.2978307929208777,"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."}}