{"id":"W3121018485","doi":"10.1097/jom.0000000000002133","title":"Sun Protection Use at Work and Leisure by Outdoor Workers in Alberta, Canada","year":2020,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Medicine","topic":"Skin Protection and Aging","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre; Simon Fraser University","funders":"","keywords":"Sun protection; Demographics; Work (physics); Environmental health; Sun exposure; Skin cancer; Medicine; Office workers; Skin type; Work hours; Demography; Gerontology; Operations management; Cancer; Sociology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009143223,0.00009245459,0.0002043253,0.00004486862,0.00004115924,0.000004779326,0.00001934424,0.00003768627,0.0001631154],"category_scores_gemma":[0.0001014091,0.00006684648,0.00001797571,0.000082044,0.00007377596,0.00009249518,0.00001912299,0.0002085795,7.4544e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000164175,"about_ca_system_score_gemma":0.00004133512,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02508296,"about_ca_topic_score_gemma":0.006505543,"domain_scores_codex":[0.9991965,0.00002374153,0.0002786705,0.0001095671,0.000303241,0.00008824602],"domain_scores_gemma":[0.9995593,0.00006137708,0.0001334551,0.00003076527,0.00000743776,0.0002076884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001249513,0.00002655009,0.9863724,0.00002026248,0.00002763739,0.00004268063,0.0002084434,0.00002410403,0.002952934,0.000001177191,0.005842553,0.003231769],"study_design_scores_gemma":[0.002362952,0.0003392161,0.9782891,0.0001797697,0.00003609974,0.0002724734,0.0004264248,0.0001380441,0.0002634947,0.00000323284,0.01762016,0.00006907841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785671,0.0003857646,0.00007587954,0.02069962,0.00008606836,0.0001542541,0.000004249346,0.000001871135,0.00002515142],"genre_scores_gemma":[0.9977247,0.00008914423,0.00007061416,0.001438543,0.0001645889,0.000003143937,0.00001382161,0.000007224939,0.0004882013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01926108,"threshold_uncertainty_score":0.9814091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02494200510143548,"score_gpt":0.2328260891991386,"score_spread":0.2078840840977031,"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."}}