{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008280219,0.0002313523,0.0005209355,0.0001824099,0.00005187841,0.00007179764,0.00008934562,0.00009875484,0.0001773283],"category_scores_gemma":[0.0001420681,0.0002294685,0.00005427755,0.000312267,0.00007714969,0.0004947535,0.00007866852,0.000295399,0.00007979201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006202701,"about_ca_system_score_gemma":0.0000987059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004714569,"about_ca_topic_score_gemma":0.006556708,"domain_scores_codex":[0.9984629,0.00006553659,0.0006029046,0.0003077696,0.0002364885,0.0003243744],"domain_scores_gemma":[0.9991851,0.0001808063,0.0001219209,0.000212423,0.00003831677,0.0002614451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005665769,0.00003157565,0.9723849,0.0002536548,0.00002378387,0.0005000731,0.001103865,8.803655e-7,0.00009537218,0.00002848291,0.004145414,0.02142638],"study_design_scores_gemma":[0.002756297,0.00009186233,0.9822298,0.0009992549,0.00002962278,0.0002261911,0.001434996,0.0008134402,0.0002595077,0.00002625901,0.01089168,0.0002410894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972662,0.0005841942,0.0001807211,0.02385681,0.00008868757,0.0005214715,0.0003069721,0.00006978001,0.001729311],"genre_scores_gemma":[0.9938757,0.0004966467,0.0005753879,0.00454316,0.0001270186,0.00003098717,0.0002901964,0.00002664912,0.00003422565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02121368,"threshold_uncertainty_score":0.9357455,"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."}}