{"id":"W2047657032","doi":"10.1139/l00-101","title":"Special purpose simulation templates for tunnel construction operations","year":2001,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Tunneling and Rock Mechanics","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Construction management; Process (computing); Construction engineering; Engineering; Plan (archaeology); Integrated project delivery; Project management; Construction industry; Systems engineering; Transport engineering; Operations research; Computer science; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001134226,0.0001079729,0.0001434315,0.0003002381,0.0001045382,0.00005482744,0.0000835461,0.00007681137,0.00008282096],"category_scores_gemma":[0.0001108962,0.0001174688,0.00007307727,0.0001459113,0.000006325692,0.0001966043,0.000001978739,0.000149782,0.000003268548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001390507,"about_ca_system_score_gemma":0.0001178811,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004991019,"about_ca_topic_score_gemma":0.02459751,"domain_scores_codex":[0.999369,0.000003789346,0.0002757082,0.0000573772,0.0000686024,0.0002254701],"domain_scores_gemma":[0.9994575,0.00004412463,0.00002503529,0.0000678818,0.0001347806,0.0002706469],"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":[0.000002288736,0.000001292668,0.00004424885,0.00001736503,0.00002325945,0.00001353809,0.0001739022,0.9960666,0.0007745521,0.0004261947,0.0006535937,0.00180313],"study_design_scores_gemma":[0.0003277164,0.00003191171,0.0001156077,0.00007889643,0.00002526035,0.0002301037,0.0000741378,0.929875,0.0003772427,0.0001578002,0.06854622,0.00016017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1114916,0.0005078542,0.8805346,0.00007002842,0.006377146,0.0001590145,0.00002453059,0.00007751585,0.0007576589],"genre_scores_gemma":[0.9941863,0.00003285447,0.00245494,0.000009017011,0.003237517,0.000002929645,0.000004842257,0.00003315583,0.00003838065],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8826947,"threshold_uncertainty_score":0.993201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136471065903132,"score_gpt":0.1962040389403456,"score_spread":0.1848393282813143,"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."}}