{"id":"W2138951297","doi":"10.5555/1516744.1517174","title":"A simulation template for modeling tunnel shaft construction","year":2008,"lang":"en","type":"article","venue":"Winter Simulation Conference","topic":"BIM and Construction Integration","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Works and Government Services Canada; University of Alberta","funders":"","keywords":"Visualization; Tunnel construction; Template; Code (set theory); Computer science; Engineering; Systems engineering; Construction engineering; Data mining; Structural engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006075929,0.0001700783,0.0001567473,0.0001368213,0.0001682946,0.00005140508,0.000080496,0.0001258657,0.0001689999],"category_scores_gemma":[0.00004850766,0.0001820394,0.00008092899,0.0001202887,0.00004913632,0.0004694721,0.000009527477,0.0001162168,0.00003673566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005997927,"about_ca_system_score_gemma":0.00003034607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005505779,"about_ca_topic_score_gemma":0.00001067232,"domain_scores_codex":[0.9990921,0.00001633804,0.0003631587,0.0002140814,0.0001364158,0.0001779293],"domain_scores_gemma":[0.9992671,0.0001194697,0.00005310392,0.000161263,0.0003421049,0.00005698328],"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":[0.00002861203,0.00000526642,0.0003153828,0.0000189174,0.00001852059,3.496465e-7,0.000361069,0.9852473,0.0004864538,0.001276539,0.00003398776,0.01220757],"study_design_scores_gemma":[0.0004714497,0.00002407857,0.0002132497,0.00003502351,0.00001355978,0.00001052452,0.0000888894,0.9951723,0.0004295765,0.002093503,0.001244936,0.0002029336],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1702211,0.00002286021,0.8272801,0.00003102005,0.0006641511,0.0002505481,0.00001565628,0.0003652711,0.001149296],"genre_scores_gemma":[0.9931985,0.000007638691,0.006328903,0.00003352959,0.0001883648,0.00004103555,0.00005115375,0.0000259001,0.0001250109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8229774,"threshold_uncertainty_score":0.742335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05861605281988389,"score_gpt":0.2692427108025743,"score_spread":0.2106266579826904,"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."}}