{"id":"W2913452347","doi":"10.1111/cod.13231","title":"Screening for hand dermatitis in healthcare workers: Comparing workplace screening with dermatologist photo screening","year":2019,"lang":"en","type":"article","venue":"Contact Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Toronto Public Health; Occupational Cancer Research Centre; Public Health Ontario; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Contact dermatitis; Rash; Irritant contact dermatitis; Hand eczema; Hand dermatitis; Dermatology; Occupational Dermatitis; Health care; Occupational medicine; Allergic contact dermatitis; Occupational exposure; Family medicine; Allergy; Environmental health; Immunology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003443945,0.00066945,0.001566087,0.0005370014,0.0004476469,0.0004549227,0.0003488571,0.0002874201,0.0002169252],"category_scores_gemma":[0.0001117163,0.0006340285,0.0002890109,0.0006165465,0.0001251472,0.00097317,0.000153189,0.0007353629,0.00004701458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001757908,"about_ca_system_score_gemma":0.0002029829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002866186,"about_ca_topic_score_gemma":0.005403352,"domain_scores_codex":[0.9960642,0.000153348,0.001145269,0.0007644598,0.0006348023,0.001237895],"domain_scores_gemma":[0.9975306,0.0005696367,0.0004765592,0.0007225891,0.0002752597,0.0004253108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003638481,0.00007842612,0.9745652,0.001249489,0.0002646996,0.0004948135,0.001017084,0.0003748156,0.0002231502,0.000236036,0.005227522,0.01590491],"study_design_scores_gemma":[0.01470303,0.0004605138,0.9131104,0.01093466,0.0001409244,0.001678198,0.00339039,0.02563192,0.002245561,0.00003516741,0.02657633,0.001092903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8666682,0.003385185,0.1095339,0.01245306,0.0003099109,0.00406506,0.00008650242,0.0003876623,0.003110451],"genre_scores_gemma":[0.963588,0.0001268599,0.02785981,0.007034661,0.0001207329,0.0003287959,0.000331674,0.0001292753,0.0004802197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09691972,"threshold_uncertainty_score":0.9996111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03176019658891117,"score_gpt":0.2813264463401895,"score_spread":0.2495662497512783,"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."}}