{"id":"W1983302214","doi":"10.1080/02786826.2013.801547","title":"The CPMA-Electrometer System—A Suspended Particle Mass Concentration Standard","year":2013,"lang":"en","type":"article","venue":"Aerosol Science and Technology","topic":"Coagulation and Flocculation Studies","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Electrometer; Particle (ecology); Chemistry; Aerosol; Analytical Chemistry (journal); Physics; Optics; Chromatography; Geology","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":[0.0003316082,0.00006672689,0.00007472415,0.00002014836,0.0008691002,0.0001273373,0.0001897236,0.00003816077,0.0002134099],"category_scores_gemma":[0.00009162594,0.00004319338,0.000009606878,0.0008293113,0.001520323,0.0003154107,0.000134533,0.00006066856,0.0002406092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00011552,"about_ca_system_score_gemma":0.00001755524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004062415,"about_ca_topic_score_gemma":0.00004457261,"domain_scores_codex":[0.9989988,0.00001440725,0.0001377291,0.0002271232,0.0003218653,0.0003000943],"domain_scores_gemma":[0.9996148,0.00003434059,0.00004970309,0.0001894133,0.00006094928,0.00005082778],"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":[0.00001236854,0.00002193681,0.1486334,0.000003751497,0.00001150456,0.000001846141,0.0002875868,0.00002449745,0.6987584,0.05633236,0.002835762,0.09307662],"study_design_scores_gemma":[0.001868758,0.0008205483,0.1396756,0.00002363882,0.00003747173,0.00007169157,0.006270523,0.05172964,0.7561868,0.02027979,0.0221837,0.0008519116],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872594,0.00006942009,0.0006274548,0.005829477,0.00008396368,0.0002894081,5.58569e-7,0.0001202901,0.005719995],"genre_scores_gemma":[0.9993954,0.00002070457,0.0002345767,0.00008593858,0.000006518432,0.00004630684,2.101076e-7,0.000002520337,0.0002078396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09222472,"threshold_uncertainty_score":0.6684504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006961763421400472,"score_gpt":0.2174537170582704,"score_spread":0.2104919536368699,"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."}}