{"id":"W4417334775","doi":"10.1016/j.atmosenv.2025.121750","title":"Variability of airborne microbial communities and associations with organic pollutants in African air particulate matter across land-use types","year":2025,"lang":"en","type":"article","venue":"Atmospheric Environment","topic":"Indoor Air Quality and Microbial Exposure","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; General Electric (Canada); Western University","funders":"Natural Sciences and Engineering Research Council of Canada; University of Rwanda","keywords":"Particulates; Air quality index; Pollutant; Organic matter; Microbial population biology; Air pollution; Aerosol","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019383,0.0002034799,0.0001848968,0.0007275628,0.000304498,0.0004139502,0.0001233272,0.0002153299,0.0005711118],"category_scores_gemma":[0.0005307063,0.0001389763,0.0001434423,0.0007860688,0.0003653982,0.000290374,0.0004702507,0.0001197367,0.0001058636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001924531,"about_ca_system_score_gemma":0.0001434718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006016565,"about_ca_topic_score_gemma":0.01048503,"domain_scores_codex":[0.999797,0.00005584293,0.0000144188,0.00005291591,0.0000226085,0.00005713351],"domain_scores_gemma":[0.9998235,0.00003563198,0.00007921935,0.00001431579,0.00003016179,0.00001716357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001712989,0.00003456624,0.9664068,0.00005709357,0.00007334603,0.000112766,0.001720121,0.0001780921,0.02189982,0.00009290146,0.00005870559,0.009194412],"study_design_scores_gemma":[9.340908e-7,0.00003864622,0.9980847,0.000008254467,0.000010115,0.00008596554,0.0009937539,0.00012778,0.0004274339,0.00002422028,0.0001961429,0.000002159134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996786,0.00008138745,0.00005191048,0.000004659525,5.335422e-7,0.000002490791,0.00007948186,5.285391e-7,0.0001004601],"genre_scores_gemma":[0.9996386,0.00007407268,0.0001148018,0.000004157064,0.000001158785,0.000004863703,0.0000724632,6.12859e-7,0.00008933787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006016565,"threshold_uncertainty_score":0.01196307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005863211260554091,"score_gpt":0.2036377919206771,"score_spread":0.197774580660123,"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."}}