{"id":"W4401593368","doi":"10.1111/cod.14674","title":"Assessing contact dermatitis risk among Manitoba workers in the Manitoba Occupational Disease Surveillance System","year":2024,"lang":"en","type":"article","venue":"Contact Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre; University of Toronto; University of Manitoba; University of Calgary; Manitoba Health; World Wildlife Fund Canada; BC Centre for Disease Control; Public Health Ontario; University of British Columbia","funders":"Workers Compensation Board of Manitoba","keywords":"Medicine; Hazard ratio; Environmental health; Occupational medicine; Cohort; Occupational disease; Workers' compensation; Proportional hazards model; Occupational safety and health; Health surveillance; Risk assessment; Confidence interval; Occupational exposure; Cohort study; Demography; Surgery; Internal medicine; Pathology; Compensation (psychology); Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006441281,0.0005127466,0.0007031581,0.0003900982,0.0003858309,0.001446804,0.0003772978,0.0001616283,0.0001841681],"category_scores_gemma":[0.0002384137,0.0003979834,0.000368108,0.000610104,0.00009102179,0.00145072,0.00008060963,0.00075145,0.0002704502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006346803,"about_ca_system_score_gemma":0.0004788964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006607092,"about_ca_topic_score_gemma":0.01755641,"domain_scores_codex":[0.9962938,0.0005657103,0.00100919,0.0005683127,0.0009043395,0.0006586758],"domain_scores_gemma":[0.9975426,0.001020995,0.0002639515,0.000706499,0.0001623216,0.0003037017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002841945,0.00007612469,0.9646827,0.001208684,0.0001976678,0.004914359,0.0007307956,0.00001744067,0.0000250197,0.001221702,0.01741895,0.009478137],"study_design_scores_gemma":[0.001198452,0.00004821994,0.9694078,0.003671503,0.0001600239,0.0005214543,0.007878248,0.006498397,0.00002547128,0.00006574764,0.01008713,0.0004375736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821904,0.004838986,0.00127527,0.002527977,0.001300254,0.001309303,0.0002906634,0.0004661895,0.00580091],"genre_scores_gemma":[0.9964679,0.0004980757,0.0001266271,0.001585652,0.0005340445,0.0002725149,0.0003750356,0.00007596018,0.00006422996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01427741,"threshold_uncertainty_score":0.9998472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01943341948307786,"score_gpt":0.2727739209843839,"score_spread":0.253340501501306,"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."}}