{"id":"W2775445936","doi":"10.1093/annweh/wxx093","title":"Gaps in Workplace Education For Prevention of Occupational Skin Disease","year":2017,"lang":"en","type":"article","venue":"Annals of Work Exposures and Health","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario; University of Toronto; Occupational Cancer Research Centre","funders":"","keywords":"Medicine; Occupational safety and health; Personal protective equipment; Demographics; Family medicine; Disease prevention; Hand washing; Irritant contact dermatitis; Disease; Environmental health; Contact dermatitis; Infectious disease (medical specialty); Pathology; Allergy; Hygiene; Demography","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":[0.0002287199,0.00004741863,0.0001790258,0.00005751337,0.00007365944,0.0000108459,0.00003692029,0.0000212936,0.00001376527],"category_scores_gemma":[0.00007137941,0.00004263295,0.00004953707,0.00002825488,0.00002602639,0.00006952496,0.00001249776,0.00003091681,1.995967e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005936683,"about_ca_system_score_gemma":0.0002927067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001679471,"about_ca_topic_score_gemma":0.0002162801,"domain_scores_codex":[0.9994711,0.00001522672,0.0002535403,0.00008267863,0.00008653192,0.00009095413],"domain_scores_gemma":[0.9993922,0.00002777097,0.000257813,0.0001522392,0.00009131838,0.00007870389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009216425,0.0003678358,0.8082157,0.0008979195,0.00001961483,3.866747e-7,0.0004399279,0.000003458503,0.00001448535,0.003491037,0.01681975,0.1688083],"study_design_scores_gemma":[0.0005231253,0.0002071065,0.9932278,0.001087509,0.000005291684,4.149898e-7,0.00009689351,0.00000767597,0.0001384916,0.001562626,0.003110598,0.0000324445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761858,0.005343375,0.00005298579,0.01769946,0.00007939382,0.0004026511,0.00001345978,0.000002863105,0.0002200389],"genre_scores_gemma":[0.9965488,0.001986583,0.000473877,0.0004272209,0.00007481423,0.00002377037,0.00003729212,0.000004066929,0.0004235384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1850122,"threshold_uncertainty_score":0.1738521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020676152041319,"score_gpt":0.440072270783972,"score_spread":0.3380046555798401,"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."}}