{"id":"W4399416209","doi":"10.1007/978-3-031-56988-3","title":"Risk-Based Project Decisions in Situations of High Complexity and Deep Uncertainty","year":2024,"lang":"en","type":"book","venue":"","topic":"Systems Engineering Methodologies and Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary Laboratory Services","funders":"","keywords":"Computer science; Artificial intelligence; Risk analysis (engineering); Operations research; Management science; Engineering; Business","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":[0.0003143517,0.0002228048,0.0004248242,0.0003407599,0.00002756804,0.00002027422,0.0001447476,0.000223125,0.00002557184],"category_scores_gemma":[0.0001668777,0.0001999904,0.00007813231,0.0002257086,0.0000662726,0.00001870749,0.00004384604,0.000343712,0.00001285727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499205,"about_ca_system_score_gemma":0.00009581029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005250444,"about_ca_topic_score_gemma":0.001127942,"domain_scores_codex":[0.9990356,0.00003545393,0.0004149943,0.0002346705,0.000126324,0.0001529357],"domain_scores_gemma":[0.9983298,0.001185108,0.00005189686,0.0003625239,0.00004099875,0.00002963398],"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":[0.000005383262,0.0000262594,0.00003392509,0.0008065426,0.0001569573,0.000004588447,0.0002143545,0.8626105,0.00009750132,0.09715952,0.02177896,0.01710557],"study_design_scores_gemma":[0.0005198986,0.00005285141,0.001712084,0.0009712852,0.0001993964,0.000007149583,0.0001151566,0.8026083,0.0001331083,0.1077043,0.08521296,0.0007635814],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004638997,0.003980888,0.8681608,0.0001020375,0.0007029555,0.001971058,0.001100385,0.001351397,0.1179915],"genre_scores_gemma":[0.2591157,0.005029724,0.6235662,0.00004572986,0.0005988444,0.001507757,0.001470124,0.0005485755,0.1081174],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2544767,"threshold_uncertainty_score":0.8155372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07975705134746697,"score_gpt":0.3012955492241941,"score_spread":0.2215384978767271,"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."}}