{"id":"W2169482982","doi":"10.1016/j.fuproc.2003.11.014","title":"Important aspects in source PM2.5 emissions measurement and characterization from stationary combustion systems","year":2004,"lang":"en","type":"article","venue":"Fuel Processing Technology","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Combustion; Characterization (materials science); Major stationary source; Environmental science; Environmental chemistry; Chemistry; Materials science; Nanotechnology; Air pollution; Physical 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":[0.0003757281,0.0001039743,0.0001534454,0.0001057019,0.0001628109,0.0000287206,0.00009873406,0.000177225,0.00002947525],"category_scores_gemma":[0.0001382301,0.000100161,0.000007298397,0.0003504304,0.0001352647,0.0002300742,0.00007262208,0.0001878386,0.00002055042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003841836,"about_ca_system_score_gemma":0.00008225303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004143291,"about_ca_topic_score_gemma":0.0001728431,"domain_scores_codex":[0.9988619,0.00003436056,0.0003410408,0.0002707294,0.0002584794,0.0002334637],"domain_scores_gemma":[0.9995635,0.00001167635,0.0002003382,0.0001286732,0.00001737964,0.00007846289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002142913,0.00142273,0.4393386,0.001425989,0.00003148169,0.0001071372,0.01354082,0.01354933,0.3069374,0.007286082,0.0003731313,0.215773],"study_design_scores_gemma":[0.002542285,0.0003497425,0.8598624,0.001411688,0.00003235992,0.00006114507,0.002643822,0.01624739,0.00428993,0.1035345,0.008313885,0.0007108472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627641,0.0006702229,0.02762108,0.008209697,0.00007211969,0.0002875505,0.000008761204,0.0002055469,0.0001609419],"genre_scores_gemma":[0.9978181,0.00005855345,0.001713304,0.0003068022,0.00001855376,0.00002577237,0.00003169552,0.00001062951,0.0000165764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4205238,"threshold_uncertainty_score":0.4084449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03056482725455312,"score_gpt":0.2656774801839231,"score_spread":0.23511265292937,"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."}}