{"id":"W4408266182","doi":"10.1093/annweh/wxaf011","title":"A quantitative solar ultraviolet radiation job-exposure matrix for Europe","year":2025,"lang":"en","type":"article","venue":"Annals of Work Exposures and Health","topic":"Skin Protection and Aging","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; BC Cancer Agency","funders":"","keywords":"Job-exposure matrix; Ultraviolet radiation; Environmental health; Occupational exposure; Occupational safety and health; Environmental science; Geography; Toxicology; Demography; Psychology; Medicine; Biology; Chemistry","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":[0.0006342849,0.00009286612,0.0002862686,0.0001400066,0.0001473999,0.00001588242,0.00003505752,0.00005162492,0.00001057715],"category_scores_gemma":[0.0001276182,0.00007948401,0.00006793024,0.0003040315,0.00003371061,0.00004038608,0.00001087286,0.0001137579,0.000001617668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008419313,"about_ca_system_score_gemma":0.0001420518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007818783,"about_ca_topic_score_gemma":0.000009120772,"domain_scores_codex":[0.9991478,0.00005570319,0.0003291795,0.0001744005,0.00009727168,0.0001956953],"domain_scores_gemma":[0.9993674,0.00009491363,0.0001413375,0.0001177276,0.0001901753,0.00008843061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002268089,0.0003804557,0.2654105,0.002287191,0.0003883355,0.000006600189,0.003047749,0.00002956435,0.001358607,0.05446364,0.1403601,0.5299992],"study_design_scores_gemma":[0.003625334,0.004562231,0.86858,0.002015576,0.00006844978,0.00001208681,0.001129423,0.0002614186,0.004798116,0.002584094,0.1121301,0.0002330741],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7617156,0.05365083,0.0253088,0.1537704,0.0005986831,0.002736281,0.00005354549,0.0001390819,0.002026781],"genre_scores_gemma":[0.9805592,0.005189029,0.004761207,0.007668233,0.0001098395,0.0000368859,0.00002428312,0.00001578316,0.001635547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6031696,"threshold_uncertainty_score":0.3241264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08569935324515957,"score_gpt":0.4312556563908274,"score_spread":0.3455563031456678,"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."}}