{"id":"W2599469218","doi":"10.1097/der.0000000000000277","title":"Occupational Contact Dermatitis in North American Production Workers 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":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Ottawa; Royal Victoria Hospital; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Contact dermatitis; Dermatology; Irritant contact dermatitis; Allergic contact dermatitis; Epidemiology; Cross-sectional study; Allergy; Internal medicine; Pathology; Immunology","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":[0.0003642361,0.0004618388,0.001308362,0.0004731015,0.0007546015,0.0004403325,0.0009907047,0.00007159243,0.00009104409],"category_scores_gemma":[0.002206636,0.0004063749,0.0002986764,0.00146676,0.0004469643,0.001099118,0.000326614,0.0003902928,0.00003413586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003705055,"about_ca_system_score_gemma":0.0002757837,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06385875,"about_ca_topic_score_gemma":0.4976057,"domain_scores_codex":[0.996081,0.0001728054,0.001331477,0.0009472011,0.0008878538,0.0005796389],"domain_scores_gemma":[0.9945137,0.0008216677,0.001604474,0.002162178,0.0006488826,0.0002491032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008928531,0.0001620557,0.9670677,0.00005411015,0.00124006,0.00003241536,0.0006538106,0.0001479453,0.00004619698,0.00001880304,0.02585938,0.004628222],"study_design_scores_gemma":[0.001379141,0.0002849369,0.9882739,0.0001333212,0.0005321861,0.00003740887,0.0002996595,0.004357348,0.00005692893,0.00001749166,0.004202164,0.0004255731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984831,0.00006649509,0.001292164,0.004223109,0.000411599,0.001488833,0.007359514,0.00008479616,0.0002424879],"genre_scores_gemma":[0.9854126,0.0001414511,0.003233598,0.002698774,0.0004031651,0.0003010393,0.007716742,0.00005434981,0.00003827979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4337469,"threshold_uncertainty_score":0.9998388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05307591721830284,"score_gpt":0.332167072609463,"score_spread":0.2790911553911601,"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."}}