{"id":"W7115037489","doi":"","title":"Sunlight Inactivation of Human Virus and Surrogates: Towards an Understanding of the Role of Viral Structure, Spectral Shape, Environmental Matrix, and Weather Conditions","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Skin Protection and Aging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sunlight; Virus; Ultraviolet radiation; Virus diseases; Virus inactivation","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":[0.01291311,0.001218794,0.003767248,0.003698113,0.0002730841,0.002588356,0.0009071922,0.001057436,0.001194778],"category_scores_gemma":[0.02184633,0.0005300476,0.01031465,0.003302671,0.0005800129,0.001537048,0.0007849621,0.001199296,0.000191806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001622558,"about_ca_system_score_gemma":0.002546647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004917001,"about_ca_topic_score_gemma":0.006590818,"domain_scores_codex":[0.9944997,0.002374573,0.0009155509,0.0009996033,0.001077006,0.0001334776],"domain_scores_gemma":[0.9763296,0.01775863,0.002806661,0.001092214,0.001905097,0.0001077446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001494455,0.0001453378,0.04718017,0.3956707,0.1329771,0.0002824576,0.0007002475,0.01016437,0.01741565,0.003771823,0.002406927,0.3877908],"study_design_scores_gemma":[0.0003123405,0.004188274,0.1389206,0.1167917,0.5126709,0.001942005,0.001678262,0.007065,0.04180454,0.01180708,0.1624507,0.0003686486],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02444664,0.9663757,0.005996181,0.0004714587,0.0001124497,0.000140525,0.001427969,0.00003750843,0.0009914871],"genre_scores_gemma":[0.2579313,0.7264389,0.01116397,0.00108982,0.0001379613,0.0003587533,0.002118848,0.00008206547,0.0006784149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01291311,"threshold_uncertainty_score":0.06829184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01574250398227153,"score_gpt":0.264732373910581,"score_spread":0.2489898699283094,"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."}}