{"id":"W4410219249","doi":"10.1016/j.indenv.2025.100099","title":"Ultraviolet germicidal irradiation: Advances in viral inactivation and vaccine development","year":2025,"lang":"en","type":"article","venue":"Indoor Environments","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ultraviolet irradiation; Virology; Irradiation; Ultraviolet; Chemistry; Microbiology; Biology; Materials science; Physics; Optoelectronics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001702855,0.0006884371,0.0008536429,0.001529352,0.0003893688,0.001424177,0.0007378718,0.001130867,0.002978508],"category_scores_gemma":[0.001313823,0.0004042625,0.0007528239,0.001190657,0.0007366696,0.001816244,0.00100219,0.002353552,0.0009547771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008609786,"about_ca_system_score_gemma":0.001065434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008071651,"about_ca_topic_score_gemma":0.0008859775,"domain_scores_codex":[0.9992338,0.0001813381,0.00005920162,0.0001331395,0.0003140376,0.00007849712],"domain_scores_gemma":[0.9992716,0.0003402626,0.0001108685,0.00004648133,0.0001848277,0.00004596023],"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":[0.0002121477,0.0002614561,0.001201418,0.01584864,0.0001331248,0.00032997,0.0003143439,0.001579381,0.06976677,0.01984998,0.01126568,0.8792371],"study_design_scores_gemma":[0.00002789448,0.0009898527,0.002286121,0.00284939,0.0001736604,0.001550667,0.0002030787,0.001213281,0.06944372,0.009511411,0.9116696,0.00008133214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00383329,0.9812148,0.007679144,0.001066836,0.0007130269,0.00003377164,0.00004591125,0.0000522009,0.005361049],"genre_scores_gemma":[0.03009057,0.9596686,0.006066118,0.0006033647,0.0007208696,0.00005063129,0.0001093514,0.00002395572,0.002666449],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002978508,"threshold_uncertainty_score":0.009964108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004118188596355119,"score_gpt":0.2458661291148918,"score_spread":0.2417479405185367,"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."}}