{"id":"W4388977273","doi":"10.7717/peerj.16420","title":"Environmental dissemination of respiratory viruses: dynamic interdependencies of respiratory droplets, aerosols, aerial particulates, environmental surfaces, and contribution of viral re-aerosolization","year":2023,"lang":"en","type":"review","venue":"PeerJ","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Aerosolization; Aerosol; Environmental science; Pandemic; Environmental health; Particulates; Transmission (telecommunications); Aerobiology; Meteorology; Coronavirus disease 2019 (COVID-19); Biology; Inhalation; Ecology; Geography; Medicine; Disease; Infectious disease (medical specialty); Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006680628,0.0003392269,0.001433391,0.0002611121,0.00006772446,0.00001237464,0.00008597866,0.0003954723,0.0001355766],"category_scores_gemma":[0.0002820443,0.0003127984,0.0003332809,0.0001634039,0.0002795599,0.000171652,0.000102795,0.0002220544,0.00001330272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002955168,"about_ca_system_score_gemma":0.00009524374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002254906,"about_ca_topic_score_gemma":0.00003049733,"domain_scores_codex":[0.9971744,0.0002569715,0.001430035,0.0003867928,0.0005366754,0.0002151237],"domain_scores_gemma":[0.9980152,0.0002038163,0.001330608,0.0003182665,0.00005394322,0.00007816019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002071043,0.002713977,0.0455283,0.04860247,0.002731031,0.00004914184,0.001593603,0.0001384195,0.5961465,0.0005115475,0.000965585,0.2989483],"study_design_scores_gemma":[0.02307986,0.01423539,0.2551644,0.1039554,0.02846009,0.0002334332,0.001920702,0.01062645,0.0903631,0.0002278861,0.4664363,0.00529694],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3545885,0.6418381,0.0003500068,0.000006908785,0.0004540112,0.001737818,0.0009492689,0.00005383204,0.00002157814],"genre_scores_gemma":[0.7227649,0.2762677,0.00001276952,0.00001197609,0.00007722688,0.00005109194,0.0007045773,0.00004861119,0.00006108817],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5057834,"threshold_uncertainty_score":0.9999324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02818336445082238,"score_gpt":0.320047506357556,"score_spread":0.2918641419067336,"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."}}