{"id":"W2151900156","doi":"10.5555/564124.564347","title":"Design, development and application of soil transition algorithms for tunneling using special purpose simulation","year":2001,"lang":"en","type":"article","venue":"Winter Simulation Conference","topic":"Tunneling and Rock Mechanics","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Borehole; Quantum tunnelling; Algorithm; Computer science; Work (physics); Tunnel construction; Geotechnical engineering; Engineering; Mechanical engineering; Materials science","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":[0.0001495458,0.0001207305,0.000138604,0.00009354932,0.00008741507,0.00002498027,0.00004847368,0.00008462546,0.000009758784],"category_scores_gemma":[0.00001611082,0.000132515,0.0000261126,0.0000893926,0.000009266823,0.0001509636,0.000008477328,0.00005322505,0.00000181045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004487361,"about_ca_system_score_gemma":0.00002190393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000335217,"about_ca_topic_score_gemma":0.000007039053,"domain_scores_codex":[0.9992747,0.00001629157,0.0003117807,0.0001632251,0.0001055928,0.0001284493],"domain_scores_gemma":[0.9995285,0.0001052596,0.00005997795,0.00008746894,0.0001807772,0.00003803259],"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":[0.00003408161,0.00001087279,0.00001195577,0.00004119311,0.00001081716,1.833524e-7,0.001797646,0.9090754,0.007477732,0.00003514326,6.204355e-7,0.0815044],"study_design_scores_gemma":[0.0004148893,0.00002118273,0.00004998486,0.00006085351,0.00001874941,0.000001420941,0.00008886588,0.9851,0.0132497,0.0004682344,0.00038167,0.0001444019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1755161,0.00002538887,0.8238942,0.000007617735,0.0001588928,0.0003004296,0.000003223441,0.00007638052,0.000017753],"genre_scores_gemma":[0.9653679,0.000006315327,0.03429896,0.000009742746,0.000248371,0.00001510469,0.00002551736,0.00001956982,0.000008508239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7898518,"threshold_uncertainty_score":0.5403805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06169345034765898,"score_gpt":0.2801325589385503,"score_spread":0.2184391085908913,"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."}}