{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007295529,0.0008342762,0.001192301,0.01180233,0.000310361,0.001021338,0.0007634705,0.0004376946,0.007679801],"category_scores_gemma":[0.0183849,0.0003657697,0.004255096,0.009144719,0.0003383318,0.0008685046,0.001675773,0.0004858903,0.0005667682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007686456,"about_ca_system_score_gemma":0.001356503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002893272,"about_ca_topic_score_gemma":0.004578137,"domain_scores_codex":[0.9944093,0.001996502,0.001701783,0.0007518867,0.001030469,0.000110058],"domain_scores_gemma":[0.9864645,0.00776665,0.003208934,0.0005264016,0.001903297,0.0001302197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003068667,0.0003256802,0.3142608,0.1169204,0.01299896,0.0006884565,0.003754547,0.01251402,0.006823628,0.007178186,0.0422486,0.479218],"study_design_scores_gemma":[0.0006171979,0.001568833,0.749393,0.0120711,0.0084551,0.00104635,0.0024498,0.006018898,0.001836298,0.006567322,0.2097719,0.0002041452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.3699704,0.0488936,0.08934358,0.001419983,0.000329078,0.008626265,0.4678996,0.001472259,0.01204526],"genre_scores_gemma":[0.6191532,0.01142279,0.2373684,0.0004164509,0.000128222,0.01933794,0.110072,0.0001349533,0.001966148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01180233,"threshold_uncertainty_score":0.03858292,"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."}}