{"id":"W3093078042","doi":"10.1021/acsphotonics.0c01245","title":"A Critical Review on Ultraviolet Disinfection Systems against COVID-19 Outbreak: Applicability, Validation, and Safety Considerations","year":2020,"lang":"en","type":"review","venue":"ACS Photonics","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":471,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Water disinfection; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Personal protective equipment; Sterilization (economics); Risk analysis (engineering); Ultraviolet; Environmental science; Ultraviolet light; Computer science; Infectious disease (medical specialty); Business; Medicine; Materials science; Environmental engineering; Disease","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":[0.002036037,0.001025886,0.001378162,0.002957866,0.0004689486,0.00153484,0.001112746,0.001728183,0.004044157],"category_scores_gemma":[0.003477789,0.0004040389,0.001485707,0.002239723,0.0007016199,0.002151398,0.0006704569,0.001616982,0.001495734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008228547,"about_ca_system_score_gemma":0.002343339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001328812,"about_ca_topic_score_gemma":0.001317183,"domain_scores_codex":[0.9988235,0.0002853111,0.0002761063,0.0001639626,0.0003856063,0.00006552093],"domain_scores_gemma":[0.9973521,0.001520152,0.0002690576,0.00008583177,0.0007138518,0.00005902052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001956306,0.0001484728,0.0004200431,0.1258756,0.000253374,0.0003860884,0.0003226043,0.0006970497,0.00761631,0.007427733,0.04356707,0.8130901],"study_design_scores_gemma":[0.00001183049,0.0002978097,0.0007834162,0.01382038,0.0003608384,0.0007956075,0.0001411964,0.000142203,0.002670755,0.00123609,0.9797047,0.00003514584],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000277174,0.997001,0.0004267818,0.0004467046,0.0006582999,0.00002323522,0.00003867862,0.00001192831,0.001116196],"genre_scores_gemma":[0.001649595,0.9962139,0.0006422646,0.0004770588,0.0003479834,0.00003040019,0.00006322085,0.000005390444,0.0005702904],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004044157,"threshold_uncertainty_score":0.013529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06654666913699513,"score_gpt":0.3823466842048193,"score_spread":0.3158000150678242,"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."}}