{"id":"W2065935008","doi":"10.1080/02786826.2013.802761","title":"An Instrument for the Classification of Aerosols by Particle Relaxation Time: Theoretical Models of the Aerodynamic Aerosol Classifier","year":2013,"lang":"en","type":"article","venue":"Aerosol Science and Technology","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":113,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Aerodynamics; Mechanics; Aerosol; Cylinder; Physics; Geometry; Mathematics; Meteorology","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":[0.0004890515,0.000113446,0.0001455671,0.00004637414,0.0001959652,0.00003610753,0.0006670752,0.0001350772,0.00001174974],"category_scores_gemma":[0.0001564468,0.00007221191,0.00002793213,0.0007425123,0.002673119,0.0003884217,0.00009154797,0.0001397587,0.000005293559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006100471,"about_ca_system_score_gemma":0.00004002509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001085384,"about_ca_topic_score_gemma":0.00000806621,"domain_scores_codex":[0.9988396,0.0000219842,0.0003163703,0.0002374934,0.00027371,0.0003109072],"domain_scores_gemma":[0.9988912,0.0001086974,0.00009143593,0.0006386361,0.0002218057,0.0000481703],"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":[0.000002854773,0.0000309294,0.0005868652,0.000007287725,0.000007022189,1.204066e-8,0.00007765599,0.001353211,0.8864071,0.1067884,0.00009034437,0.004648328],"study_design_scores_gemma":[0.0001622036,0.00006825584,0.0008811872,0.000008019052,0.00001240329,0.000001742688,0.0001194434,0.7750733,0.2163547,0.007247854,0.000003152873,0.00006776046],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885702,0.00007068716,0.008689231,0.001614507,0.00009984305,0.0006941005,0.00001353669,0.00009107321,0.0001568933],"genre_scores_gemma":[0.998997,0.00003261435,0.000683949,0.00002954305,0.000005944707,0.0002234248,0.000001774864,0.00001334243,0.00001243206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7737201,"threshold_uncertainty_score":0.9849217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028953005566526,"score_gpt":0.2242306875884073,"score_spread":0.213941157532742,"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."}}