{"id":"W2275836994","doi":"10.1016/j.shaw.2016.01.006","title":"Outdoor Workers' Use of Sun Protection at Work and Leisure","year":2016,"lang":"en","type":"article","venue":"Safety and Health at Work","topic":"Skin Protection and Aging","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Occupational Cancer Research Centre; Cancer Care Ontario; University of British Columbia; Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research; Institute of Gender and Health; Michael Smith Health Research BC; Canadian Dermatology Foundation","keywords":"Sun protection; Skin cancer; Demographics; Environmental health; Personal protective equipment; Likert scale; Work (physics); Medicine; Sun exposure; Skin type; Sunlight; Demography; Psychology; Engineering; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004060921,0.0001193398,0.0002958405,0.00006595175,0.0002134248,0.000007272065,0.00001973676,0.000108969,0.0001296094],"category_scores_gemma":[0.00006373422,0.00007952084,0.00004114066,0.0002489398,0.00009777079,0.00006763639,0.00005792507,0.0001501612,0.00001434751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001618943,"about_ca_system_score_gemma":0.00005370262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008960753,"about_ca_topic_score_gemma":0.00007020221,"domain_scores_codex":[0.9989809,0.00006336135,0.0003024127,0.0002505823,0.0001410536,0.0002616461],"domain_scores_gemma":[0.9993268,0.0000812366,0.0001446646,0.000171356,0.00003947759,0.0002364772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004304185,0.00004003875,0.7867674,0.0003458932,0.00003544083,0.000004785932,0.0004162369,0.000001824826,0.0001979854,0.0001272202,0.003467313,0.2042917],"study_design_scores_gemma":[0.002081831,0.000237747,0.8202295,0.002022632,0.00002012193,0.00004282191,0.0000516803,0.000003192252,0.0001925538,0.00005357321,0.1749454,0.0001189062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8984883,0.002572118,0.002961204,0.09305982,0.0004730891,0.001825388,0.00001145161,0.000134521,0.000474114],"genre_scores_gemma":[0.9826646,0.001041278,0.000722303,0.0007538398,0.0001599275,0.00002631534,0.000003813913,0.00001893253,0.01460896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2041728,"threshold_uncertainty_score":0.3242766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0557367258883416,"score_gpt":0.3003490200264519,"score_spread":0.2446122941381103,"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."}}