{"id":"W4392103705","doi":"10.1007/978-3-031-48821-4_19","title":"LEAP-ASIA-2019 Simulations at Tsinghua University","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tsinghua University; National Natural Science Foundation of China","keywords":"Environmental science; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004986778,0.0009039328,0.0008559504,0.0006350756,0.0007397882,0.0009587379,0.001685536,0.001622181,0.01025208],"category_scores_gemma":[0.001248935,0.0004622622,0.0008339043,0.00112041,0.0004787032,0.0006653139,0.0005961132,0.001117801,0.00161385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001583361,"about_ca_system_score_gemma":0.00145846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02879259,"about_ca_topic_score_gemma":0.02247022,"domain_scores_codex":[0.9997638,0.00004472533,0.00001181812,0.00003590533,0.00009243665,0.00005131487],"domain_scores_gemma":[0.9994355,0.0002397027,0.00002927032,0.00006770054,0.0001877513,0.00004005635],"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":[0.00005823582,0.0001070028,0.0033659,0.00008838942,0.00002319764,0.0001785558,0.00005789499,0.9836679,0.001554705,0.002128092,0.003806489,0.004963612],"study_design_scores_gemma":[0.00002281369,0.00002771607,0.001026993,0.00001660723,0.000006970302,0.00002669557,0.00005082116,0.9940951,0.001696255,0.0005784097,0.002437318,0.00001430584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.820161,0.0004138217,0.02980747,0.0008539107,0.000282672,0.0002761069,0.01678126,0.003472067,0.1279517],"genre_scores_gemma":[0.9494502,0.0003066686,0.02243154,0.0001888887,0.00002846604,0.0005029555,0.01229663,0.0007302127,0.0140644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02879259,"threshold_uncertainty_score":0.05725002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006660223682295603,"score_gpt":0.1713055596548048,"score_spread":0.1646453359725092,"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."}}