{"id":"W2043778957","doi":"10.2310/6620.2007.06039","title":"Hand Dermatitis in Auto Mechanics and Machinists","year":2007,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Allergic contact dermatitis; Tray; Dermatology; Patch testing; Contact dermatitis; Patch test; Specialty; Allergen; Test (biology); Physical therapy; Engineering; Allergy; Mechanical engineering; Family medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002181344,0.0001751006,0.0003324713,0.0002309043,0.0001036536,0.00008494535,0.00006498858,0.0001058012,0.0002276748],"category_scores_gemma":[0.00006724882,0.0001705493,0.00005436323,0.0001815634,0.00004006598,0.0001985178,0.00005915315,0.0002042877,0.00005442498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005996902,"about_ca_system_score_gemma":0.00003847495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002768078,"about_ca_topic_score_gemma":0.002150334,"domain_scores_codex":[0.9987585,0.00002702629,0.0004320903,0.0001978168,0.0002390906,0.0003454712],"domain_scores_gemma":[0.9993994,0.00009286199,0.00007383933,0.0002121127,0.00004662268,0.0001751982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006416765,0.0007025769,0.2981119,0.002307232,0.0003296244,0.01389201,0.02147922,0.00001213671,0.006253032,0.05877677,0.0829015,0.5151698],"study_design_scores_gemma":[0.002107528,0.00007826261,0.8780009,0.000299285,0.00002681756,0.001844182,0.0003805137,0.003008804,0.002385897,0.001457352,0.1101515,0.0002589996],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575755,0.002169415,0.01208594,0.01066379,0.0003356723,0.0005567385,0.00003146985,0.0001424851,0.016439],"genre_scores_gemma":[0.9895759,0.000440583,0.001574475,0.008041137,0.00006545906,0.00001158111,0.00003317728,0.00002345241,0.0002342797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5798889,"threshold_uncertainty_score":0.69548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01044523781067679,"score_gpt":0.2534216176144809,"score_spread":0.2429763798038041,"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."}}