{"id":"W2397874267","doi":"10.2310/6620.2008.07059","title":"Occupation-Related Contact Dermatitis in North American Health Care Workers Referred for Patch Testing: Cross-Sectional Data, 1998 to 2004","year":2008,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Health care; Contact dermatitis; Patch testing; Allergic contact dermatitis; Cross-sectional study; Dermatology; Family medicine; Allergy; Immunology; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013181,0.000301337,0.0006415083,0.0003173793,0.0003898281,0.00008484346,0.0002817375,0.00008022338,0.00006009622],"category_scores_gemma":[0.0003839438,0.0003154843,0.0001020314,0.0009555423,0.00009926617,0.0004232795,0.00009929526,0.0002780482,0.00009691578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004438222,"about_ca_system_score_gemma":0.0007009938,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01177985,"about_ca_topic_score_gemma":0.04006755,"domain_scores_codex":[0.9973303,0.00007499428,0.001028747,0.0005341425,0.0004479535,0.0005838667],"domain_scores_gemma":[0.9980912,0.0002766101,0.0003406825,0.0006696621,0.0002747039,0.0003471435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002616049,0.00007029941,0.9212483,0.0001708272,0.00005818339,0.0001162488,0.002359578,0.000143185,0.000004212675,0.00000637383,0.06761938,0.008177248],"study_design_scores_gemma":[0.00226847,0.0002998104,0.9543425,0.0001867531,0.00001322846,0.0004251024,0.0004751711,0.000996478,0.00001993993,0.000004779698,0.04066741,0.0003002962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913052,0.0005679071,0.0005751633,0.00360272,0.0003237191,0.00143858,0.001318066,0.0001849457,0.0006836606],"genre_scores_gemma":[0.9803413,0.0001208442,0.005630247,0.00873829,0.0001332948,0.0001901874,0.00465329,0.0000519946,0.0001405439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03309425,"threshold_uncertainty_score":0.9999297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0542353375510663,"score_gpt":0.3339307059536475,"score_spread":0.2796953684025812,"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."}}