{"id":"W4400441938","doi":"10.1139/cgj-2024-0136","title":"Estimating relative density from shallow depth CPTs in normally consolidated and overconsolidated siliceous sand","year":2024,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Geotechnical Engineering and Soil Mechanics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geotechnical engineering; Geology; Relative density; Shallow foundation; Bearing capacity; 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":[0.0002352011,0.0005891599,0.0003305284,0.001686814,0.0001631077,0.0007245613,0.0005778805,0.0004604953,0.0003328428],"category_scores_gemma":[0.0008132477,0.0003435729,0.0003356004,0.0008743035,0.0002998881,0.000514659,0.0006337007,0.0001909098,0.0002165164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006339106,"about_ca_system_score_gemma":0.0004495472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03160975,"about_ca_topic_score_gemma":0.04062075,"domain_scores_codex":[0.9998279,0.00001461186,0.00001277506,0.00005860176,0.00006122932,0.00002484315],"domain_scores_gemma":[0.9997614,0.00007838973,0.00005342,0.00002524395,0.00005839853,0.00002318936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002600324,0.00008470047,0.5580083,0.0002485597,0.000139911,0.0006851947,0.0005852274,0.2644318,0.08043539,0.0008870504,0.0003336832,0.09390017],"study_design_scores_gemma":[0.00001569038,0.00008851744,0.2989993,0.00004331521,0.0000548751,0.0002142892,0.0003289382,0.6770165,0.0214539,0.0007429464,0.0009662478,0.00007547335],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806529,0.0001505722,0.01734682,0.00001283459,0.000004105987,0.00002158204,0.0005222818,0.0002486076,0.001040324],"genre_scores_gemma":[0.9916382,0.0001199294,0.007455234,0.000005133104,0.000001896724,0.00001746643,0.0004143409,0.00001740275,0.0003304272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03160975,"threshold_uncertainty_score":0.06285149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007774014428323973,"score_gpt":0.2022641405317108,"score_spread":0.1944901261033868,"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."}}