{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001226898,0.0005543343,0.0006108502,0.0004704007,0.0003729505,0.0007524266,0.001276303,0.000673949,0.001255611],"category_scores_gemma":[0.003200497,0.0004336768,0.0006717655,0.0003813982,0.0004325707,0.000818677,0.0005685366,0.0007070067,0.0002699657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005513211,"about_ca_system_score_gemma":0.001185319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004802213,"about_ca_topic_score_gemma":0.00265491,"domain_scores_codex":[0.9995709,0.0001573324,0.00003625657,0.0000652848,0.0001281633,0.00004205034],"domain_scores_gemma":[0.998611,0.0006191903,0.0001208172,0.0001501906,0.0004293847,0.000069379],"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":[0.00007223411,0.00005027977,0.001443048,0.00004595597,0.00003841996,0.00004035785,0.00007276074,0.9416677,0.003749773,0.007909591,0.0003280125,0.0445818],"study_design_scores_gemma":[0.000003411373,0.000009396709,0.00004011138,0.000002014973,0.000002668954,0.0000058652,0.000003785763,0.9982968,0.0009521876,0.0003984403,0.000283599,0.000001813779],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01308825,0.00002368428,0.9853576,0.00002054514,0.00001017183,0.00005712119,0.00001526212,0.0007786657,0.0006487012],"genre_scores_gemma":[0.3538986,0.0001109923,0.644542,0.00001943518,0.0000101179,0.0002749556,0.0001224105,0.0001762094,0.0008452721],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004802213,"threshold_uncertainty_score":0.009548545,"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."}}