{"id":"W7133233606","doi":"10.2310/6620.2011.00011-g","title":"Estimating Occupational Exposure to Skin Carcinogens in Canada","year":2011,"lang":"en","type":"article","venue":"Dermatitis","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cancer Care Ontario; University of British Columbia","funders":"","keywords":"Occupational exposure; Carcinogen; Sun exposure; MEDLINE; Risk assessment","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0006975513,0.0004560698,0.0004192003,0.002809206,0.001608901,0.001456892,0.0009612624,0.0004469653,0.001526591],"category_scores_gemma":[0.003414933,0.000334644,0.0006591471,0.003508131,0.0003689117,0.0003043434,0.0004915749,0.0004388328,0.0002479921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02390524,"about_ca_system_score_gemma":0.02620524,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9977081,"about_ca_topic_score_gemma":0.9981363,"domain_scores_codex":[0.9991481,0.0001285461,0.0000681543,0.0001012577,0.0003984619,0.0001554549],"domain_scores_gemma":[0.998446,0.0002228823,0.0001453689,0.00003804019,0.0009716762,0.0001760018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001095169,0.00005449712,0.9779192,0.00006438346,0.0001378974,0.0001134278,0.0002118555,0.005061967,0.0005862007,0.0001768335,0.0007149458,0.01484936],"study_design_scores_gemma":[0.00001683519,0.00004797701,0.9866108,0.00004799546,0.000135279,0.0001090229,0.0009183194,0.00904676,0.000721046,0.0001101584,0.002218429,0.00001740422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986924,0.001735492,0.001550123,0.0002524073,0.00001424573,0.000101831,0.004255417,0.00005842191,0.005108083],"genre_scores_gemma":[0.9934666,0.001227716,0.001885524,0.00005814729,0.000004702109,0.00001549034,0.001275942,0.00001182523,0.002054001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02390524,"threshold_uncertainty_score":0.1734455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01846437008337399,"score_gpt":0.2278497533267622,"score_spread":0.2093853832433882,"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."}}