{"id":"W4404742250","doi":"10.1016/j.tust.2024.106247","title":"Experimental investigation on the evacuation performance of pedestrians in an underwater shield tunnel with evacuation stairs in a fire scenario","year":2024,"lang":"en","type":"article","venue":"Tunnelling and Underground Space Technology","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministry of Education and Child Care","funders":"Central South University","keywords":"Stairs; Pedestrian; Underwater; Marine engineering; Engineering; Shield; Simulation; Computer science; Transport engineering; Civil engineering; Geology; Geography; Archaeology","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":[0.0002498787,0.0001535042,0.0001417829,0.0003572735,0.00005630557,0.00005841272,0.00009210348,0.0001727019,0.00001110372],"category_scores_gemma":[0.0000107342,0.0001187308,0.00001379491,0.0005245639,0.0001125647,0.0002479653,0.00001248362,0.0003256826,0.00000531373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001660881,"about_ca_system_score_gemma":0.00004407158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005464178,"about_ca_topic_score_gemma":0.0007664826,"domain_scores_codex":[0.9992048,0.0000330055,0.0002264458,0.0002157018,0.0001356649,0.0001844538],"domain_scores_gemma":[0.9996665,0.00008513863,0.00003079468,0.0001708678,0.00002027341,0.0000264103],"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":[0.0002115863,0.0001980309,0.0393538,0.0004296923,0.00006934416,0.00002410843,0.01490091,0.7581446,0.05969247,0.1197175,0.00004165901,0.007216289],"study_design_scores_gemma":[0.0003854692,0.0004018351,0.001924193,0.0003168174,0.000009956942,0.000008910674,0.006135314,0.974189,0.01183677,0.00460271,0.00001411222,0.0001749087],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932758,0.000369858,0.004029781,0.001652155,0.00005773768,0.0002359853,0.000001262911,0.000226182,0.0001511974],"genre_scores_gemma":[0.9993632,0.0001614055,0.0003011189,0.00002676335,0.00001432323,0.00004006964,0.00001456075,0.00002626283,0.00005231068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2160444,"threshold_uncertainty_score":0.4841702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02090928180037739,"score_gpt":0.2304521714426878,"score_spread":0.2095428896423104,"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."}}