{"id":"W4403818142","doi":"10.1139/cgj-2024-0076","title":"Sand state parameter from CPT","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; State (computer science); Environmental science; Mathematics","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":[0.0003630787,0.0005710035,0.0003501045,0.001917518,0.0002629072,0.0008888935,0.0006166574,0.0003571955,0.003842474],"category_scores_gemma":[0.002736765,0.0002548771,0.0002510934,0.001277602,0.0004550256,0.001230393,0.0007428147,0.0005762189,0.001318934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006609868,"about_ca_system_score_gemma":0.0008044503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005924792,"about_ca_topic_score_gemma":0.007350491,"domain_scores_codex":[0.9995166,0.000030045,0.00002342904,0.0001032636,0.0002957171,0.00003086957],"domain_scores_gemma":[0.9991955,0.0002161712,0.0001243647,0.00009521713,0.0003323886,0.00003629294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002972212,0.0002258697,0.05376622,0.0004005751,0.00006211845,0.0006389986,0.0003856314,0.3570117,0.1393806,0.04306656,0.007103946,0.3976605],"study_design_scores_gemma":[0.00001881137,0.000129503,0.03302697,0.00006736971,0.0000296008,0.0004257247,0.000139733,0.8446319,0.0954655,0.01545408,0.01047242,0.0001384094],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.22147,0.0002499246,0.7370454,0.0001029813,0.0001064856,0.0002125209,0.003464985,0.002468498,0.03487922],"genre_scores_gemma":[0.9463117,0.0002294937,0.04604934,0.00004812327,0.0000178088,0.00009682668,0.002044026,0.0001581953,0.005044488],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005924792,"threshold_uncertainty_score":0.01285434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007424520405968147,"score_gpt":0.1860749003047154,"score_spread":0.1786503798987472,"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."}}