{"id":"W4410884089","doi":"10.21703/0718-2813.2025.37.3235","title":"A preliminary study for numerical representation of resonant column experiments in sand","year":2025,"lang":"en","type":"article","venue":"Obras y proyectos","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Column (typography); Representation (politics); Geology; Mathematics; Geometry; Political science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006949734,0.00009880368,0.0002000121,0.0001070327,0.00002139224,0.00001275056,0.0001014561,0.0000615871,0.000006992632],"category_scores_gemma":[0.00008825683,0.00009547194,0.00004118242,0.0002758774,0.00001313277,0.00004085811,0.00002609995,0.0000949036,4.261564e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003898395,"about_ca_system_score_gemma":0.00001457865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005260468,"about_ca_topic_score_gemma":0.000005743187,"domain_scores_codex":[0.9993328,0.00001802845,0.0002468659,0.0001589662,0.00009256913,0.0001507123],"domain_scores_gemma":[0.9996563,0.0001015036,0.00001801367,0.0001822081,0.00001941939,0.00002254485],"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":[0.001651244,0.002190082,0.05776359,0.001973308,0.0007046227,0.00004399661,0.005952828,0.6948545,0.1444745,0.005958452,0.007279976,0.07715286],"study_design_scores_gemma":[0.00726652,0.001714048,0.4005181,0.0003732854,0.00010517,0.000005959373,0.001737632,0.4600725,0.1208657,0.00420299,0.002437691,0.0007003662],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548345,0.0004415589,0.04120907,0.00003646515,0.0002433863,0.001424213,0.00000559358,0.0001849364,0.001620236],"genre_scores_gemma":[0.9983078,0.000003244651,0.00117509,0.000006943106,0.00001308535,0.0003338581,0.00000388509,0.0000136644,0.0001423766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3427545,"threshold_uncertainty_score":0.3893232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01365247236614441,"score_gpt":0.2828210434034938,"score_spread":0.2691685710373494,"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."}}