{"id":"W3089212847","doi":"10.1109/mspec.2020.9205549","title":"The ultraviolet offense: Germicidal UV lamps destroy vicious viruses. New tech might put them many more places without harming humans","year":2020,"lang":"en","type":"article","venue":"IEEE Spectrum","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phone; Ultraviolet; Ultraviolet light; Coronavirus disease 2019 (COVID-19); Ultraviolet radiation; Internet privacy; Engineering; Business; Computer science; Medicine; Materials science; Chemistry; Infectious disease (medical specialty); Optoelectronics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005412277,0.0006750858,0.0002118431,0.0005829859,0.0009808542,0.001863479,0.0004977249,0.001880611,0.02161237],"category_scores_gemma":[0.0007914206,0.0002422317,0.0002744071,0.0002364803,0.001145305,0.001320215,0.000819328,0.001909958,0.007276325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005233218,"about_ca_system_score_gemma":0.0006517034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001308224,"about_ca_topic_score_gemma":0.003542675,"domain_scores_codex":[0.9992768,0.00008587644,0.00001806417,0.00006164848,0.0004973047,0.00006022533],"domain_scores_gemma":[0.9996414,0.0001007093,0.00004299669,0.00002615421,0.00009875334,0.000089918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001260636,0.0001773015,0.001250371,0.0005062816,0.00002154032,0.0003062515,0.0003201286,0.00006146932,0.0381197,0.0115566,0.6634603,0.2840941],"study_design_scores_gemma":[0.00002214769,0.0001697155,0.001082375,0.0001191451,0.00001296673,0.0008326361,0.0002256235,0.00009997099,0.01721366,0.001633924,0.9785786,0.000009197738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.03113709,0.1949912,0.02091155,0.08760267,0.02093499,0.0004090279,0.0005201469,0.004152689,0.6393406],"genre_scores_gemma":[0.1370773,0.09326577,0.02099673,0.04604321,0.004416127,0.0001876328,0.0005685079,0.0005948272,0.6968499],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02161237,"threshold_uncertainty_score":0.07230061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03157228861698497,"score_gpt":0.2800320630498526,"score_spread":0.2484597744328677,"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."}}