{"id":"W4389950299","doi":"10.3390/infrastructures9010001","title":"Stochastic Simulation of Construction Methods for Multi-purpose Utility Tunnels","year":2023,"lang":"en","type":"article","venue":"Infrastructures","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Constructability; Computer science; Transport engineering; Risk analysis (engineering); Operations research; Engineering; Business; Systems engineering","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":[0.0003514284,0.0002335245,0.0003444688,0.000227053,0.0001017093,0.00002899877,0.0001618497,0.0001930925,0.0001412014],"category_scores_gemma":[0.0005274502,0.0002225637,0.0001444274,0.0004535472,0.00017727,0.0002035812,0.00003930432,0.0001662559,0.000002522174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007871199,"about_ca_system_score_gemma":0.00004505711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001253185,"about_ca_topic_score_gemma":0.000004119915,"domain_scores_codex":[0.9987224,0.00007235369,0.0004724404,0.0002541656,0.0001328769,0.0003457474],"domain_scores_gemma":[0.9988032,0.0004983603,0.00008263707,0.0003316221,0.0002049105,0.00007929282],"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":[0.00003915646,0.000006385179,0.000597527,0.0002624601,0.00005554913,3.152592e-7,0.000488936,0.8497109,0.005082949,0.0007551027,0.000294625,0.1427061],"study_design_scores_gemma":[0.0004984873,0.00003789202,0.03133479,0.000009591849,0.00003337135,0.000003424696,0.0003382965,0.8669925,0.004328592,0.09520496,0.001022356,0.0001956882],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1132189,0.00008369472,0.8846121,0.000009518008,0.0008274633,0.0005500757,0.00007193953,0.0004733008,0.0001529982],"genre_scores_gemma":[0.8696661,0.000003305447,0.130086,0.00001229034,0.00009324722,0.00003938299,0.00005096043,0.00003296554,0.00001573061],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7564472,"threshold_uncertainty_score":0.9075882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03337380979381403,"score_gpt":0.356435679735283,"score_spread":0.3230618699414689,"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."}}