{"id":"W3215896511","doi":"10.1097/der.0000000000000597","title":"Occupational Contact Dermatitis in Hospital Cleaning Workers","year":2021,"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":"Medicine; Contact dermatitis; Occupational exposure; Environmental health; Allergy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007857517,0.0001897864,0.0003815591,0.0001744955,0.00008968576,0.0001109244,0.00008452383,0.0001017975,0.001526403],"category_scores_gemma":[0.0001856098,0.0002023406,0.0001396046,0.000390236,0.00003352692,0.0003710007,0.00006701844,0.0002492451,0.0002067772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001334968,"about_ca_system_score_gemma":0.0003221747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002390446,"about_ca_topic_score_gemma":0.0006702637,"domain_scores_codex":[0.998452,0.0000609077,0.0004818366,0.0002570612,0.0004032561,0.0003449095],"domain_scores_gemma":[0.9991902,0.0001141445,0.00009774192,0.0002701142,0.0001795832,0.0001482309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007918237,0.0002895269,0.8453754,0.0001906914,0.0001144902,0.004224984,0.001811726,0.00001913661,0.0002784878,0.001945651,0.1302183,0.0155237],"study_design_scores_gemma":[0.001698765,0.00005573912,0.9331244,0.0005161492,0.00002208832,0.0005914281,0.0009673705,0.0004420567,0.001434261,0.0001296379,0.06079382,0.0002242564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959844,0.0009304386,0.0004336278,0.01709931,0.0004513377,0.0002724414,0.00004164602,0.0001126461,0.02081458],"genre_scores_gemma":[0.9897451,0.0002648848,0.001742131,0.007313794,0.0001303665,0.00003652722,0.0002542273,0.00002695974,0.0004859599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08774901,"threshold_uncertainty_score":0.9993863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01154070842543904,"score_gpt":0.2546742967048708,"score_spread":0.2431335882794318,"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."}}