{"id":"W2028381391","doi":"10.4028/www.scientific.net/amm.405-408.1273","title":"Analyze Smoke Extraction Efficiency on Point Exhaust System of Side Direction for Immersed Tunnel Impact Shape of Smoke Dampers","year":2013,"lang":"en","type":"article","venue":"Applied Mechanics and Materials","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Transportation of Ontario","funders":"","keywords":"Damper; Smoke; Fluent; Extraction (chemistry); Engineering; Structural engineering; Point (geometry); Computational fluid dynamics; Automotive engineering; Waste management; Aerospace engineering; Mathematics","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":[0.0002446115,0.000282857,0.0002578456,0.000482759,0.0003024375,0.0003230818,0.0002598463,0.0003549481,0.002226879],"category_scores_gemma":[0.0006275375,0.0001886691,0.0006979453,0.0002313542,0.0002115273,0.0005582865,0.0002823855,0.0001841575,0.000352703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000313545,"about_ca_system_score_gemma":0.0001796441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001790978,"about_ca_topic_score_gemma":0.001888811,"domain_scores_codex":[0.9997985,0.00001440217,0.000009565189,0.00003306128,0.0001072277,0.00003727425],"domain_scores_gemma":[0.9997391,0.000100033,0.00002462131,0.00002553635,0.000100638,0.00001001704],"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":[0.001088316,0.0001954226,0.04186197,0.0004710865,0.00009445171,0.0004643444,0.0005044022,0.21916,0.6075026,0.002168281,0.0007176231,0.1257716],"study_design_scores_gemma":[0.00002865419,0.0006064261,0.053079,0.0000287569,0.0000707466,0.0002414553,0.0002605959,0.5289568,0.4150231,0.0005192918,0.001123004,0.00006208287],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535823,0.0001824026,0.04278274,0.0000273431,0.00001146249,0.00002193785,0.00009909379,0.0002001839,0.003092542],"genre_scores_gemma":[0.9957989,0.0000615727,0.002945908,0.000004328482,0.000001459355,0.000007390933,0.00008969606,0.00001887996,0.001071912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002226879,"threshold_uncertainty_score":0.007449687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01377328771795697,"score_gpt":0.2528299491479531,"score_spread":0.2390566614299961,"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."}}