{"id":"W4361305376","doi":"10.1007/s43630-023-00373-w","title":"Linkages between COVID-19, solar UV radiation, and the Montreal Protocol","year":2023,"lang":"en","type":"article","venue":"Photochemical & Photobiological Sciences","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Queensland","keywords":"Radiation; Coronavirus disease 2019 (COVID-19); Ozone; Solar zenith angle; Sunlight; Irradiation; Chemistry; Environmental science; Physics; Optics; Atmospheric sciences; Meteorology; Medicine","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":[0.01493945,0.000624146,0.0003524875,0.002683099,0.003093839,0.004265048,0.003701108,0.002087421,0.04293589],"category_scores_gemma":[0.03734384,0.0005100051,0.0008538614,0.001668295,0.001676439,0.002113546,0.004938037,0.002839605,0.007065331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02110478,"about_ca_system_score_gemma":0.0573624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3249473,"about_ca_topic_score_gemma":0.3360429,"domain_scores_codex":[0.9878082,0.003314361,0.001054522,0.001007755,0.005209788,0.001605477],"domain_scores_gemma":[0.9738381,0.003932099,0.002105139,0.002804656,0.01369234,0.003627722],"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":[0.0004818192,0.0003919653,0.0166933,0.001604824,0.0001041786,0.0005046841,0.0011892,0.000852979,0.006133588,0.1447789,0.5376884,0.2895761],"study_design_scores_gemma":[0.00004893697,0.000177123,0.01355983,0.0006519552,0.00003345764,0.000114188,0.0002503023,0.0002038366,0.001419399,0.00493892,0.9785235,0.00007853588],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0242344,0.01374041,0.03352534,0.06140946,0.00774165,0.01538013,0.02193836,0.003376358,0.8186539],"genre_scores_gemma":[0.28295,0.02535016,0.07851977,0.05628507,0.003350656,0.02761001,0.04965538,0.001483605,0.4747954],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3249473,"threshold_uncertainty_score":0.6461118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05074092377841265,"score_gpt":0.3657243567083853,"score_spread":0.3149834329299727,"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."}}