{"id":"W4415271041","doi":"10.1021/acs.est.5c06547","title":"Inactivation Challenges of SARS-CoV-2 on Surfaces in the Built Environment by Irradiation from Pulse Xenon, 275 nm Light-Emitting-Diode, and Far-Ultraviolet Sources","year":2025,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Response Biomedical (Canada)","funders":"","keywords":"Saliva; Petri dish; Absorption (acoustics); Porous medium; Irradiation; Pulse (music)","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":[0.0001945753,0.0003003634,0.0001963106,0.00008787963,0.0002237801,0.000387292,0.000198468,0.0002855811,0.0005743558],"category_scores_gemma":[0.0002565667,0.0001027178,0.0002794637,0.00007409701,0.000163431,0.0001736557,0.0002678227,0.0002460674,0.0001468622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001850817,"about_ca_system_score_gemma":0.0001661829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000873589,"about_ca_topic_score_gemma":0.00107318,"domain_scores_codex":[0.9997799,0.00005532624,0.000009995847,0.00004099188,0.00007603138,0.0000378116],"domain_scores_gemma":[0.9998717,0.0000402799,0.00003027079,0.0000142465,0.00003282743,0.0000106475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006693402,0.00002782582,0.0007872908,0.0000602237,0.000007445124,0.00003869771,0.00004294014,0.0003517828,0.9973255,0.00002040142,0.00002114311,0.001249666],"study_design_scores_gemma":[0.000005441517,0.0008220835,0.006618654,0.000009690465,0.00001943489,0.0001055806,0.0001929164,0.0009925303,0.9907086,0.0000232777,0.0004939639,0.00000776535],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986016,0.0002605265,0.0008139019,0.00001109666,0.000006635782,0.00001074894,0.00003537941,0.000009163939,0.0002509732],"genre_scores_gemma":[0.9973017,0.0004234206,0.001589024,0.00002391798,0.000004892611,0.00002573591,0.00008878604,0.000006818394,0.0005355903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000873589,"threshold_uncertainty_score":0.001921415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01082064037722882,"score_gpt":0.2502682503906064,"score_spread":0.2394476100133776,"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."}}