{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001998677,0.00005523299,0.00007734144,0.0001650908,0.0002600396,0.00000898729,0.0001645124,0.00002618423,0.000006837025],"category_scores_gemma":[0.00006311,0.00006072564,0.000003193611,0.0009493828,0.0004865025,0.00009250642,0.0002572882,0.0001111336,0.000001231096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006840745,"about_ca_system_score_gemma":0.00006195604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003440511,"about_ca_topic_score_gemma":0.000005181398,"domain_scores_codex":[0.9994161,0.000003397058,0.0001033526,0.0001440412,0.0001478968,0.0001852222],"domain_scores_gemma":[0.9997766,0.00002247023,0.00001850288,0.0001049472,0.00004563574,0.0000318671],"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":[0.000001088194,0.00001297697,0.003453665,0.00001030903,0.000006105329,0.000008026206,0.0003305634,0.0005404744,0.970542,0.01376377,0.00003176646,0.0112993],"study_design_scores_gemma":[0.0006651796,0.000163494,0.00114201,0.00001821374,0.00001210627,0.0002068764,0.002379374,0.2486209,0.7443981,0.0008928339,0.001135226,0.000365625],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998744,0.00007419413,0.0001194536,0.00008128683,0.00006047849,0.00006296525,0.000003669919,0.0001497082,0.000704271],"genre_scores_gemma":[0.9933944,0.000004382029,0.006550906,0.00001385479,0.000002015633,0.00001855481,5.603849e-7,0.000004866951,0.00001049245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2480804,"threshold_uncertainty_score":0.247632,"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."}}