{"id":"W2618724714","doi":"10.11159/htff17.146","title":"CFD-Based Investigation of the Effectiveness of a Novel LongitudinalVentilation Concept in Tunnels","year":2017,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computational fluid dynamics; Computer science; Ventilation (architecture); Marine engineering; Aerospace engineering; Environmental science; Mechanical engineering; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003159154,0.0001543535,0.0003070537,0.00006161477,0.00004823478,0.00004230182,0.0003635758,0.00008354482,0.000004955362],"category_scores_gemma":[0.0002742653,0.0001109229,0.00007854389,0.0001250505,0.0001583125,0.0001526456,0.0001159406,0.0001403944,2.309456e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005549722,"about_ca_system_score_gemma":0.00001464981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001725947,"about_ca_topic_score_gemma":0.00000149291,"domain_scores_codex":[0.9992078,0.00000728368,0.000326444,0.0001542167,0.0001597326,0.0001445152],"domain_scores_gemma":[0.9993781,0.00009966896,0.0001843083,0.0001990036,0.0001059753,0.00003290204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009024464,0.00001938518,0.001120955,0.001231828,0.00001947731,4.524473e-8,0.0000107208,0.004735726,0.9870442,0.005686403,0.000009345661,0.00003168161],"study_design_scores_gemma":[0.0005988139,0.00001990106,0.007946269,0.0007985851,0.00002346293,5.706035e-7,0.00001173811,0.01643764,0.9724498,0.001602428,0.00001018049,0.0001006001],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989546,0.000004386834,0.00003730061,0.00003951264,0.000546432,0.0003066853,0.00001167878,0.0000240474,0.0000753908],"genre_scores_gemma":[0.9995827,0.000002130419,0.0003325873,0.000004060268,0.00003362754,0.00002120111,0.000001099217,0.00001742497,0.0000051548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01459438,"threshold_uncertainty_score":0.4523306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007457035829775434,"score_gpt":0.2076659481745652,"score_spread":0.2002089123447898,"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."}}