{"id":"W3084218571","doi":"10.1097/der.0000000000000552","title":"Contact Dermatitis in Construction Workers in Northeastern Italian Patch Test Database between 1996 and 2016","year":2020,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Patch testing; Contact dermatitis; Incidence (geometry); Sensitization; Patch test; Allergic contact dermatitis; Test (biology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005318337,0.0002772697,0.0003773675,0.001038714,0.0002804777,0.0004423635,0.0003143861,0.0002581393,0.001895482],"category_scores_gemma":[0.001277949,0.0002188255,0.0004188875,0.001672549,0.0002169214,0.0002166017,0.0004088542,0.0002324981,0.0003808861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006183267,"about_ca_system_score_gemma":0.0004711917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01213,"about_ca_topic_score_gemma":0.01158498,"domain_scores_codex":[0.9993674,0.00007722923,0.0001113247,0.0001832097,0.0001603339,0.0001004827],"domain_scores_gemma":[0.9987661,0.0001294206,0.0007261338,0.0001286645,0.0001599116,0.00008987149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000106844,0.00001698937,0.9971678,0.00007037629,0.00003693164,0.000135743,0.00006554607,0.00004073486,0.000184624,0.000008650493,0.0004245314,0.001741286],"study_design_scores_gemma":[0.000004052384,0.00002915784,0.9989434,0.00001316556,0.00002096956,0.0002943324,0.00006691121,0.00005853423,0.00004890564,0.000003601586,0.0005156628,0.00000135728],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922433,0.0009013697,0.0001217878,0.00002355914,0.000008350535,0.00004000275,0.005770747,0.00001047426,0.0008803325],"genre_scores_gemma":[0.9934963,0.0003797286,0.000109564,0.00002815104,0.0000104806,0.00005049936,0.005563569,0.000003844334,0.0003579556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01213,"threshold_uncertainty_score":0.02411878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01715998742026154,"score_gpt":0.241425013887881,"score_spread":0.2242650264676195,"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."}}