{"id":"W3115880106","doi":"10.1080/01919512.2020.1839739","title":"Critical Review and Research Needs of Ozone Applications Related to Virus Inactivation: Potential Implications for SARS-CoV-2","year":2020,"lang":"en","type":"article","venue":"Ozone Science and Engineering","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Ozone; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virus; Environmental science; Medicine; Business; Virology; Chemistry; Infectious disease (medical specialty)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005040232,0.00004994188,0.0001326395,0.0001550582,0.0001595755,0.00002164722,0.00004439616,0.00002786093,0.000003712283],"category_scores_gemma":[0.0007666821,0.00004793553,0.00001820205,0.001294269,0.0001019749,0.0001668731,0.00003389127,0.00009051306,0.00000279311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002546632,"about_ca_system_score_gemma":0.00005771297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005632094,"about_ca_topic_score_gemma":2.194937e-7,"domain_scores_codex":[0.9993955,0.000005605466,0.0001677162,0.0001427341,0.0001443255,0.0001440996],"domain_scores_gemma":[0.9991861,0.00005763842,0.00001745891,0.00009771565,0.0005380693,0.00010301],"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":[0.00001381507,0.0000240932,0.0001638302,0.0005567929,0.00000689162,1.028716e-7,0.0001408138,0.00003846185,0.9777436,0.01624855,0.0002940758,0.004768978],"study_design_scores_gemma":[0.005685585,0.004088521,0.2722706,0.002934384,0.001206154,0.0004105979,0.0008831234,0.1837447,0.3632399,0.0035234,0.1605564,0.001456524],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2165674,0.003959467,0.689683,0.08559597,0.0001077127,0.002962099,0.00002959665,0.0001355583,0.0009592806],"genre_scores_gemma":[0.9973325,0.0002806746,0.001686665,0.0004813597,0.00005029798,0.0001460185,0.000003946345,0.000005870054,0.00001273775],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7807651,"threshold_uncertainty_score":0.1954754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06384967850641238,"score_gpt":0.3793919851357195,"score_spread":0.3155423066293071,"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."}}