{"id":"W4392553828","doi":"10.1007/978-3-031-51719-8_13","title":"Prioritization of HSE Management Risks in the Management of Construction Projects (Non-Mechanized Tunnel) by Monte Carlo Modeling Method","year":2024,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Prioritization; Monte Carlo method; Engineering; Construction engineering; Computer science; Management science; Mathematics; Statistics","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":[0.001895058,0.0005967601,0.0009113802,0.001209514,0.0004844361,0.001533163,0.001126668,0.001045284,0.002728589],"category_scores_gemma":[0.003247363,0.0005409652,0.001043179,0.001135058,0.0005264535,0.001059936,0.0007640884,0.000967303,0.0002211672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001374734,"about_ca_system_score_gemma":0.002007465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01106883,"about_ca_topic_score_gemma":0.0101277,"domain_scores_codex":[0.998906,0.000582262,0.00003645515,0.0001075216,0.000264211,0.000103578],"domain_scores_gemma":[0.9976518,0.001843131,0.0001206364,0.00006996626,0.0002577362,0.0000567905],"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":[0.00002085885,0.0000299054,0.000616907,0.00003402291,0.00003560005,0.00004318828,0.00003880161,0.9563682,0.0005559679,0.02617806,0.0005248119,0.01555359],"study_design_scores_gemma":[0.000001745824,0.000006274209,0.0000917233,0.000006598337,0.000006135914,0.00001275911,0.00000643237,0.9948093,0.00013325,0.004614905,0.0003062866,0.000004673695],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01761901,0.0004060749,0.9742334,0.0002443068,0.00004585033,0.00005237791,0.00006984158,0.0001474526,0.007181686],"genre_scores_gemma":[0.6862357,0.0008789597,0.2985185,0.0001829052,0.00009165969,0.000297811,0.0001918094,0.0001385777,0.01346398],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01106883,"threshold_uncertainty_score":0.02200878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02744175680856905,"score_gpt":0.3033182163163632,"score_spread":0.2758764595077942,"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."}}