{"id":"W3174272876","doi":"10.3390/buildings11070282","title":"COVID-19: Research Directions for Non-Clinical Aerosol-Generating Facilities in the Built Environment","year":2021,"lang":"en","type":"article","venue":"Buildings","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aerosol; Airborne transmission; Transmission (telecommunications); Air quality index; Bespoke; Coronavirus disease 2019 (COVID-19); Personal protective equipment; Business; Environmental science; Environmental health; Engineering; Medicine; Meteorology; Telecommunications; Geography; Infectious disease (medical specialty); Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01111668,0.0009726116,0.001403414,0.002829831,0.001231012,0.005640079,0.002035043,0.00375634,0.01341724],"category_scores_gemma":[0.011408,0.0003888657,0.001593246,0.004161845,0.002340568,0.009754797,0.002290501,0.003569267,0.001661865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003937593,"about_ca_system_score_gemma":0.03009391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01374839,"about_ca_topic_score_gemma":0.01927737,"domain_scores_codex":[0.9956796,0.002271719,0.0002548283,0.0004747417,0.0007223802,0.0005967426],"domain_scores_gemma":[0.9770208,0.01331487,0.001734138,0.0004822513,0.004922767,0.002525175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004301094,0.00113148,0.01556754,0.06188425,0.0002735875,0.001081885,0.006664243,0.0008300695,0.001381646,0.05809731,0.05491468,0.7977432],"study_design_scores_gemma":[0.0001128943,0.001449256,0.03791912,0.1246174,0.0009194279,0.001755026,0.08051162,0.001879097,0.001343814,0.05222705,0.6970417,0.0002234681],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01163835,0.8763251,0.00549911,0.09365153,0.002291223,0.0003215383,0.0003468353,0.0001101551,0.009816195],"genre_scores_gemma":[0.07809761,0.886738,0.01866672,0.01096178,0.00157346,0.0003991494,0.0004848544,0.00003074601,0.003047657],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01374839,"threshold_uncertainty_score":0.05879134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1505707666747556,"score_gpt":0.4331096070682069,"score_spread":0.2825388403934513,"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."}}