{"id":"W4378418213","doi":"10.1016/j.buildenv.2023.110460","title":"Impacts of usage conditions on performance of ozone removal devices in ventilation systems","year":2023,"lang":"en","type":"article","venue":"Building and Environment","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"American Society of Heating, Refrigerating and Air-Conditioning Engineers","keywords":"Ozone; Relative humidity; Activated carbon; Humidity; Carbon dioxide; Chemistry; Oxygen; Environmental science; Environmental engineering; Environmental chemistry; Adsorption; Meteorology; Organic chemistry","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":[0.0005204034,0.00006732358,0.0001298529,0.00006144546,0.00006102787,0.000004214388,0.00005027795,0.00004134969,0.00007447138],"category_scores_gemma":[0.00001436895,0.00006294006,0.00001579203,0.0001258088,0.00009095691,0.00009737751,0.00004937505,0.00005665679,0.00004942187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008594846,"about_ca_system_score_gemma":0.000004016263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003749359,"about_ca_topic_score_gemma":0.00001454921,"domain_scores_codex":[0.9991952,0.00004088493,0.00024855,0.0001339242,0.0002115653,0.0001698974],"domain_scores_gemma":[0.9996448,0.00005724119,0.0001196215,0.0001132203,7.586608e-7,0.00006440568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009798892,0.0001860231,0.7432598,0.0004715808,0.000010814,0.00000728164,0.001446966,0.2177854,0.02905172,0.0005130189,0.0004626118,0.006706823],"study_design_scores_gemma":[0.0002127567,0.0001800054,0.9861459,0.0001654881,0.000004978525,0.000002981815,0.0001189882,0.009860067,0.001782138,0.0000445361,0.00141845,0.00006377687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992172,0.00006051577,0.00002626848,0.000163901,0.00003821942,0.0001363071,0.0000114482,0.00000982508,0.0003363607],"genre_scores_gemma":[0.9992235,0.00043137,0.0002077729,0.00004542383,0.000009518491,0.00000635693,0.000007019401,0.000005135735,0.00006395745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2428861,"threshold_uncertainty_score":0.2566621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0363530209250061,"score_gpt":0.2952926141914211,"score_spread":0.258939593266415,"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."}}