{"id":"W4288474965","doi":"10.1039/d2ea00078d","title":"A preliminary investigation comparing high-volume and low-volume air samplers for measurement of PAHs, NPAHs and airborne bacterial communities in atmospheric particulate matter","year":2022,"lang":"en","type":"article","venue":"Environmental Science Atmospheres","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto; University of Rwanda; Kanazawa University; Auckland University of Technology, New Zealand; Yale-NUS College; Yale University","keywords":"Particulates; Volume (thermodynamics); Environmental science; Atmospheric air; Environmental chemistry; Atmospheric sciences; Chemistry; Geology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001757744,0.0001940143,0.0002740744,0.000007589079,0.0006796675,0.00003847794,0.0002993244,0.00004007444,0.00241101],"category_scores_gemma":[0.00003013275,0.0002017223,0.00002884014,0.0002255435,0.001922673,0.0005911724,0.0008141492,0.0001622576,0.00001824323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006826594,"about_ca_system_score_gemma":0.00004047666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005090999,"about_ca_topic_score_gemma":0.0006839617,"domain_scores_codex":[0.9976979,0.0002420999,0.0004368272,0.0003907048,0.0007153783,0.0005170822],"domain_scores_gemma":[0.9992568,0.00007307895,0.0002070596,0.0002326994,0.000003540845,0.0002267542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002841154,0.0002042331,0.9480062,0.000074082,0.000008196971,0.000001542667,0.005642607,0.02415921,0.01586877,0.0000263816,0.001260499,0.004464154],"study_design_scores_gemma":[0.0007972776,0.0005746168,0.9553872,0.00003351755,0.00001357824,0.000007064955,0.003792051,0.03664519,0.0008277977,0.0004025026,0.001287783,0.0002314522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979967,0.0001168608,0.0001390379,0.0009184271,0.00008396407,0.0006429325,0.00003705744,0.00001487072,0.00005015773],"genre_scores_gemma":[0.9942313,0.00002884375,0.004841847,0.00068246,0.00001319828,0.0001060769,0.00002251953,0.00001611612,0.00005759939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01504097,"threshold_uncertainty_score":0.9985009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02980484232146815,"score_gpt":0.2342401513883436,"score_spread":0.2044353090668754,"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."}}