{"id":"W4404164736","doi":"10.2139/ssrn.5014352","title":"A Validated Critical State Based Model of Cone Penetration Test","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Advanced Measurement and Detection Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Cone penetration test; Penetration (warfare); Penetration test; Computer science; Geology; Engineering; Structural engineering; Geotechnical engineering; Operations research","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":[0.000390135,0.0007244815,0.0008293315,0.0007294158,0.0003350916,0.001021902,0.00158907,0.001569231,0.004026367],"category_scores_gemma":[0.001549506,0.0003407935,0.000633885,0.0004880355,0.0005931781,0.0009323082,0.0004652911,0.0007724458,0.001006603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008764948,"about_ca_system_score_gemma":0.001283023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009280061,"about_ca_topic_score_gemma":0.004653521,"domain_scores_codex":[0.9996643,0.00005293018,0.0000113698,0.00006325291,0.0001630654,0.00004515501],"domain_scores_gemma":[0.9994,0.0001962111,0.00006610508,0.00007519287,0.0002394534,0.00002295905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000280696,0.00002392874,0.000371882,0.00005498991,0.000008904339,0.0001083275,0.00002707807,0.9796069,0.004712795,0.008448287,0.0007862025,0.005822639],"study_design_scores_gemma":[0.000001754025,0.000006927706,0.00009685956,0.000003557161,0.000002187766,0.00001285993,0.000001920347,0.9983051,0.0004268622,0.0009071397,0.000231621,0.000003255328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05432923,0.0007065657,0.9090231,0.000241804,0.000144343,0.0002662051,0.001096845,0.001332863,0.03285901],"genre_scores_gemma":[0.9585068,0.000547667,0.02441821,0.0001203821,0.00003846586,0.0003257151,0.0006003965,0.0002512446,0.01519104],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009280061,"threshold_uncertainty_score":0.01845211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03006032878942573,"score_gpt":0.3015258247178348,"score_spread":0.2714654959284091,"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."}}