{"id":"W4253713170","doi":"10.1097/der.0000000000000269","title":"Occupational Contact Dermatitis in North American Print Machine Operators Referred for Patch Testing: Retrospective Analysis of Cross-Sectional Data From the North American Contact Dermatitis Group 1998 to 2014","year":2017,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Royal Victoria Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Dermatology; Contact dermatitis; Patch testing; Allergic contact dermatitis; Irritant contact dermatitis; Contact allergy; Allergen; Cross-sectional study; Patch test; Allergy; Immunology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003503966,0.0005236803,0.00153761,0.0004558251,0.0007418871,0.0005390578,0.001280461,0.00007373501,0.0001642827],"category_scores_gemma":[0.001619231,0.0004415425,0.0003267978,0.001205773,0.0004078585,0.0009040558,0.000543305,0.0004362259,0.00003851393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003550162,"about_ca_system_score_gemma":0.0002902369,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08931018,"about_ca_topic_score_gemma":0.5659553,"domain_scores_codex":[0.9959131,0.0001855702,0.001488283,0.0009055086,0.0008951452,0.0006124002],"domain_scores_gemma":[0.9944478,0.0009741872,0.001399885,0.002253209,0.0006026899,0.0003221844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006594702,0.0001897515,0.9865749,0.00005307913,0.001336321,0.00006302101,0.0006248417,0.00009519812,0.0000507128,0.00008529664,0.007393024,0.003467901],"study_design_scores_gemma":[0.001972292,0.0003476304,0.9788557,0.0001005598,0.0004566013,0.00003778914,0.0001453419,0.01379384,0.0000664033,0.00001713734,0.003738242,0.0004684153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756431,0.00007337409,0.001972674,0.002701911,0.0002437183,0.001399149,0.0175617,0.00007827096,0.0003260763],"genre_scores_gemma":[0.9815378,0.0002105012,0.003385281,0.005059612,0.0002300411,0.0002760857,0.009221538,0.00006070998,0.00001846974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4766451,"threshold_uncertainty_score":0.9998037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04554926489567312,"score_gpt":0.3325553471479093,"score_spread":0.2870060822522362,"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."}}