{"id":"W3148907512","doi":"10.1016/j.buildenv.2021.107852","title":"Ultraviolet germicidal irradiation (UVGI) for in-duct airborne bioaerosol disinfection: Review and analysis of design factors","year":2021,"lang":"en","type":"article","venue":"Building and Environment","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":96,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Alberta Innovates","keywords":"Bioaerosol; HVAC; Environmental science; Coronavirus disease 2019 (COVID-19); Engineering; Air conditioning; Medicine; Infectious disease (medical specialty); Mechanical engineering; Meteorology","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":[0.001815069,0.001102009,0.001545468,0.002169175,0.0002212142,0.001058826,0.00111035,0.001027123,0.00101054],"category_scores_gemma":[0.001561904,0.0004173564,0.00111079,0.002182919,0.000625668,0.001066737,0.0005083389,0.001039538,0.0003526152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005302739,"about_ca_system_score_gemma":0.00133427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001106279,"about_ca_topic_score_gemma":0.001977237,"domain_scores_codex":[0.9991602,0.0001523232,0.0001555746,0.000163324,0.0003261091,0.00004250392],"domain_scores_gemma":[0.9983026,0.001015766,0.0003047815,0.00003600496,0.0003161845,0.00002460503],"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":[0.00021385,0.0001974117,0.001148673,0.05347108,0.0002914905,0.0001674999,0.0001297711,0.001154523,0.01819931,0.002345959,0.002772768,0.9199077],"study_design_scores_gemma":[0.0000926525,0.003591666,0.01561255,0.02143923,0.002999442,0.004303625,0.0006002036,0.001981362,0.079312,0.003371475,0.8664535,0.0002422238],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009548091,0.9977753,0.0007783363,0.00009167806,0.0000452598,0.00001009096,0.0000121573,0.000005062874,0.0003273507],"genre_scores_gemma":[0.005073645,0.9928458,0.001620118,0.00009506253,0.0000658776,0.00001459029,0.00002383748,0.000003985641,0.0002570529],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002169175,"threshold_uncertainty_score":0.00959909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02343458818019105,"score_gpt":0.2703646509482878,"score_spread":0.2469300627680967,"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."}}