{"id":"W4389998977","doi":"10.18280/mmep.100609","title":"Employing Data Mining Techniques for Engineering Soil Classification: A Unified Soil Classification System Approach","year":2023,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Unified Soil Classification System; Computer science; Data mining; Soil classification; Environmental science; Soil science; Soil water","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001067319,0.0002480054,0.0002982771,0.0002188209,0.000211095,0.0003933205,0.0009424142,0.0001296666,2.582684e-7],"category_scores_gemma":[0.00007739574,0.0002421429,0.00004483746,0.000607923,0.00002263021,0.0004449592,0.0003192739,0.0001717339,0.00001043338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004536983,"about_ca_system_score_gemma":0.00002883733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005571218,"about_ca_topic_score_gemma":1.341055e-7,"domain_scores_codex":[0.9980974,0.00001218808,0.000500372,0.000726219,0.0002365771,0.0004273079],"domain_scores_gemma":[0.9982572,0.0003029863,0.00009630911,0.00113433,0.00007214252,0.0001370895],"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":[0.000002190512,0.00008464604,0.000004924263,0.003522761,0.0000649912,0.00000123182,0.001407564,0.5224283,0.002571386,0.4471881,0.0003956159,0.02232832],"study_design_scores_gemma":[0.0001133804,0.0000179326,0.000007364503,0.0003847518,0.00002206473,0.00001858829,0.0001719262,0.9969916,0.0001354531,0.0008265486,0.00102791,0.0002824366],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001907773,0.00006242214,0.9946793,0.0002503391,0.00007410118,0.000466354,0.00003135168,0.002282039,0.0002463337],"genre_scores_gemma":[0.2203917,0.00003270601,0.7784995,0.00000621798,0.0001049474,0.0006622343,0.0001836606,0.00005106247,0.00006796512],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4745634,"threshold_uncertainty_score":0.9874302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1282125668704339,"score_gpt":0.2682365418491389,"score_spread":0.1400239749787049,"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."}}