{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002948939,0.0001914892,0.0002004239,0.0007192762,0.0003038253,0.0005866557,0.0001892358,0.0003858552,0.0007353279],"category_scores_gemma":[0.0002411256,0.00007511349,0.0001371702,0.0002871493,0.000224681,0.0003680963,0.0001800289,0.0003019492,0.0002631344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001546265,"about_ca_system_score_gemma":0.0001847668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007556252,"about_ca_topic_score_gemma":0.00110079,"domain_scores_codex":[0.9998314,0.00002762862,0.000008090577,0.00004469117,0.00007421446,0.00001388525],"domain_scores_gemma":[0.9998837,0.0000274943,0.0000241391,0.000008600086,0.00003400635,0.00002211225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003984358,0.00004702185,0.01695081,0.000205857,0.00002394358,0.00008037993,0.00006879555,0.0001715946,0.9611801,0.000411618,0.0001534797,0.02066658],"study_design_scores_gemma":[0.000008747596,0.0003848739,0.209086,0.00007218261,0.00004372314,0.0009961814,0.000363484,0.00341537,0.7708344,0.001586182,0.01318514,0.00002380523],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562017,0.01755434,0.01833627,0.0004116211,0.0001245908,0.00007997802,0.0009938248,0.00006638218,0.006231279],"genre_scores_gemma":[0.9787179,0.0044283,0.01409859,0.0001579196,0.00009515604,0.00003563451,0.000401997,0.00001787375,0.002046576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007556252,"threshold_uncertainty_score":0.002459943,"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."}}