{"id":"W2023245499","doi":"10.2495/sdp-v1-n2-170-191","title":"Risk evaluation in a transportation system","year":2006,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Vulnerability (computing); Transport engineering; Emergency evacuation; Systems design; Risk analysis (engineering); Flow network; Operations research; Business; Engineering; Computer security; Geography; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005033121,0.001082191,0.0006950321,0.00179362,0.0004115686,0.002637048,0.0007398813,0.0008699039,0.002857772],"category_scores_gemma":[0.01055121,0.0003290109,0.000861239,0.001062097,0.001398902,0.002771195,0.001342336,0.0009948869,0.0002500513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001794781,"about_ca_system_score_gemma":0.00184674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003079996,"about_ca_topic_score_gemma":0.001271272,"domain_scores_codex":[0.9942504,0.003627628,0.000287565,0.0004051717,0.001234504,0.0001946527],"domain_scores_gemma":[0.9950249,0.003335698,0.0005452288,0.0003355676,0.0006603624,0.0000982745],"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":[0.00005966715,0.00003869275,0.002046879,0.0002038577,0.00009184818,0.00008562498,0.0001848946,0.7979118,0.00149995,0.1633313,0.0007640745,0.03378144],"study_design_scores_gemma":[0.00001144642,0.0001305297,0.0007882126,0.00006613529,0.00003988242,0.00006596911,0.0002130636,0.9047688,0.001009893,0.08949377,0.003381876,0.00003037679],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03407614,0.0008163307,0.9565666,0.0005762082,0.00004867219,0.0001156545,0.0001628339,0.0001429483,0.007494616],"genre_scores_gemma":[0.8473402,0.0012058,0.1463487,0.0001000973,0.00008569318,0.0002876784,0.0002301291,0.00007109067,0.004330597],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005033121,"threshold_uncertainty_score":0.026618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01305572003285809,"score_gpt":0.2806415540075747,"score_spread":0.2675858339747166,"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."}}