{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008666532,0.00007904522,0.0001190883,0.0001384291,0.00004925009,0.000007135648,0.00001687893,0.00005409205,0.0000449981],"category_scores_gemma":[0.00001837491,0.00007571466,0.00001418013,0.0000797498,0.00001134919,0.0001760272,0.00001260237,0.00008744947,0.00001431555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001663778,"about_ca_system_score_gemma":0.00002186288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007075629,"about_ca_topic_score_gemma":0.00000784382,"domain_scores_codex":[0.9994301,0.00001728473,0.0002022378,0.0001516006,0.00009887896,0.00009994043],"domain_scores_gemma":[0.999834,0.00001848659,0.00005114937,0.00006618205,0.000004546086,0.00002561572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002195326,0.0001277762,0.896497,0.00002170553,0.00001616557,0.000002920915,0.0001000539,0.00005066307,0.009586606,0.0001195575,0.00001591687,0.09324207],"study_design_scores_gemma":[0.002332595,0.00005110796,0.9655166,0.00004929083,0.00001334517,0.000003566337,0.00002259799,0.0003035258,0.006298222,0.00007717635,0.02527255,0.00005942496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939228,0.0002947354,0.003532765,0.0002670856,0.0001140917,0.0002738746,7.875979e-7,0.00001230176,0.001581608],"genre_scores_gemma":[0.9986454,0.0001228556,0.0002201692,0.000280809,0.0000354558,0.00003571599,0.00003133662,0.000004641735,0.0006235699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09318265,"threshold_uncertainty_score":0.3087555,"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."}}