{"id":"W4392520845","doi":"10.1061/9780784485323.048","title":"New Case Studies to Validate the GT Direct CPT Method for Footings on Sand","year":2024,"lang":"en","type":"article","venue":"","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MRF Geosystems (Canada); Conetec Investigations","funders":"","keywords":"Geotechnical engineering; Computer science; Structural engineering; Engineering","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":[0.001087263,0.0008747761,0.0004731531,0.001097432,0.0006936322,0.0006587508,0.001051299,0.00123823,0.001729399],"category_scores_gemma":[0.003074663,0.0003276815,0.0004860137,0.001133551,0.0007002926,0.0005045283,0.0006599302,0.0006616369,0.0003018081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001086607,"about_ca_system_score_gemma":0.0006777705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01702635,"about_ca_topic_score_gemma":0.06274078,"domain_scores_codex":[0.9989333,0.0002520043,0.00006580587,0.0001562431,0.0004626439,0.00012996],"domain_scores_gemma":[0.9961672,0.001622234,0.0002255066,0.0006365903,0.001128597,0.0002197322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0005909959,0.002604091,0.1000563,0.0003867311,0.0001033925,0.006809458,0.001188796,0.7528763,0.05157743,0.003411904,0.002406686,0.07798791],"study_design_scores_gemma":[0.0002128446,0.002662007,0.06513016,0.0000916331,0.00009005482,0.001370885,0.002823077,0.8298519,0.0883657,0.001480909,0.007803558,0.0001172137],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777028,0.00002929979,0.01892512,0.00002576302,0.0000179708,0.0003099985,0.0002767212,0.00008146247,0.0026309],"genre_scores_gemma":[0.9722497,0.00005153729,0.02572102,0.00001069842,0.000004342138,0.0001313096,0.0002268792,0.00001927975,0.001585289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01702635,"threshold_uncertainty_score":0.03385454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02134474576642558,"score_gpt":0.3063959946744846,"score_spread":0.2850512489080591,"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."}}