{"id":"W7062508452","doi":"","title":"Use of vents and stacks for natural ventilation","year":2010,"lang":"en","type":"article","venue":"NPARC","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural ventilation; Ventilation (architecture); Energy recovery ventilation; Heat recovery ventilation; Filtration (mathematics); Mechanical ventilation; Energy (signal processing); Energy recovery; Natural gas","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":[0.00002282461,0.00002931376,0.00004058692,0.00001399342,0.00001159862,0.00001106603,0.00001910074,0.00002258318,0.00000735198],"category_scores_gemma":[0.00001230961,0.00002833495,0.00001209158,0.00002326418,0.000009172726,0.00008997892,0.000005467372,0.00004308499,5.263113e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002903578,"about_ca_system_score_gemma":0.000001771043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001152184,"about_ca_topic_score_gemma":0.00000990301,"domain_scores_codex":[0.999818,0.000001070701,0.00005688512,0.00003456429,0.00003038483,0.00005907099],"domain_scores_gemma":[0.9998914,0.00001552715,0.000008953841,0.00005155863,0.00001599517,0.00001659129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007778828,0.000007418713,0.008353532,0.00002420339,0.000007125391,1.720268e-7,0.0000375444,0.0001500748,0.9784901,0.0007385053,0.0002089818,0.01197457],"study_design_scores_gemma":[0.0003439928,0.00002863759,0.1086001,0.00001013707,0.00001569367,0.000001830641,0.000006568618,0.6520934,0.2322505,0.001796133,0.004737617,0.0001153406],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998979,0.000009226108,0.0006278101,0.000006740582,0.0002282175,0.00005567528,0.00000898211,0.00002238503,0.00006191686],"genre_scores_gemma":[0.9958766,0.000003080526,0.004059512,0.000004018868,0.0000232168,0.000003421729,0.000004455336,0.000006146191,0.00001953066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7462396,"threshold_uncertainty_score":0.1155466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01567854977762853,"score_gpt":0.2353228559584835,"score_spread":0.219644306180855,"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."}}