{"id":"W2123243198","doi":"10.5194/bg-6-721-2009","title":"Microbiology and atmospheric processes: biological, physical and chemical characterization of aerosol particles","year":2009,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":130,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Indoor bioaerosol; Aerosol; Cloud condensation nuclei; Environmental science; Characterization (materials science); Human health; Ice nucleus; Particle (ecology); Biochemical engineering; Environmental chemistry; Nanotechnology; Meteorology; Nucleation; Chemistry; Materials science; Ecology; Biology; Physics; Engineering","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":[0.00007305331,0.00009425201,0.000150934,0.000001539855,0.00008415755,0.00003276196,0.0001101359,0.00005231368,0.00005086547],"category_scores_gemma":[0.00005591755,0.00006281739,0.00001529204,0.0002431411,0.0005645595,0.0001371183,0.00001115304,0.00003468374,0.000002861258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":7.630046e-7,"about_ca_system_score_gemma":0.00002608029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000393829,"about_ca_topic_score_gemma":0.000005826899,"domain_scores_codex":[0.9993667,0.00001700553,0.0001266062,0.000255294,0.00005762066,0.0001767908],"domain_scores_gemma":[0.999707,0.00005766928,0.00007937986,0.00005847328,0.0000222788,0.0000751437],"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":[0.0000126572,0.00002550682,0.09826621,0.00001117597,0.000001518802,6.87141e-7,0.0001594749,4.78221e-7,0.8933888,0.000009852276,0.000002198107,0.008121433],"study_design_scores_gemma":[0.0002053411,0.0004571099,0.2733466,0.00002459108,0.000009612899,0.00003879919,0.0002460512,0.001126392,0.7237143,0.000359593,0.0002442408,0.0002273544],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993486,0.0002125332,0.00003259498,0.0001771901,0.00002453871,0.00006682419,0.00003688778,0.0000205233,0.00008028852],"genre_scores_gemma":[0.998812,0.0001351665,0.0008564602,0.0001084295,0.00004454347,5.480258e-7,0.00003127247,6.290863e-7,0.00001096765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1750804,"threshold_uncertainty_score":0.2561619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276718629213837,"score_gpt":0.2077214123286927,"score_spread":0.1949542260365543,"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."}}