{"id":"W4213416983","doi":"10.1080/02786826.2022.2030463","title":"Development and testing of a universal aerosol conditioner","year":2022,"lang":"en","type":"article","venue":"Aerosol Science and Technology","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aerosol; Particle (ecology); Mechanics; Chemistry; Dilution; Volumetric flow rate; Gas phase; Meteorology; Thermodynamics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003568114,0.0006743628,0.001157208,0.0006938679,0.0006072683,0.0007386862,0.002230766,0.001298299,0.002893761],"category_scores_gemma":[0.005707961,0.000418566,0.0004170877,0.0003603993,0.0008943595,0.001363277,0.0008681762,0.0006734247,0.0005921639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006778593,"about_ca_system_score_gemma":0.001356758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009910384,"about_ca_topic_score_gemma":0.0004875626,"domain_scores_codex":[0.9965727,0.0003588338,0.0002662037,0.0006848602,0.001860917,0.0002564166],"domain_scores_gemma":[0.9964852,0.0009919528,0.0003151088,0.0005466647,0.001407413,0.0002535958],"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":[0.0006878217,0.0005850957,0.005575967,0.0009147764,0.00008261656,0.0003103082,0.0003369624,0.01072681,0.8567365,0.002433848,0.001721309,0.1198879],"study_design_scores_gemma":[0.0001763452,0.004802598,0.005747714,0.00006702557,0.00009164779,0.0007865729,0.00006157456,0.04934319,0.9245324,0.0002022392,0.01410651,0.00008217143],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7129276,0.001457975,0.270971,0.0003530476,0.0003338656,0.002211056,0.0007327514,0.007547403,0.003465342],"genre_scores_gemma":[0.8292096,0.0004553799,0.1649521,0.0002043378,0.00005550429,0.0005721932,0.0005378083,0.0002408342,0.003772124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003568114,"threshold_uncertainty_score":0.01887023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01265866957341514,"score_gpt":0.210069862572109,"score_spread":0.1974111929986938,"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."}}