{"id":"W2537248990","doi":"10.1097/der.0000000000000231","title":"Occupational Contact Dermatitis in Mechanics and Repairers Referred for Patch Testing: Retrospective Analysis From the North American Contact Dermatitis Group 1998–2014","year":2016,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Royal Victoria Hospital; University of Toronto; Sunnybrook Health Science Centre; Health Sciences Centre; McGill University","funders":"","keywords":"Patch testing; Contact dermatitis; Medicine; Irritant contact dermatitis; Dermatology; Occupational medicine; Occupational exposure; Environmental health; Allergy","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":[0.0002815138,0.0004706973,0.001137128,0.0003488295,0.0003156552,0.0001542004,0.0002586532,0.0001224444,0.0001541996],"category_scores_gemma":[0.0008252141,0.0003287091,0.0003386257,0.00099913,0.0001150305,0.000527071,0.0001118527,0.0002625246,0.00003231307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003707074,"about_ca_system_score_gemma":0.0001606038,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01031626,"about_ca_topic_score_gemma":0.07626041,"domain_scores_codex":[0.9968709,0.0002249229,0.001036728,0.0006692542,0.0005971561,0.0006010213],"domain_scores_gemma":[0.9962495,0.001905153,0.0006130502,0.0006898767,0.0002889638,0.000253437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003367448,0.00008167158,0.9633214,0.00005355402,0.0008434298,0.0001053027,0.0009181237,0.000002810053,0.0001509148,0.0007175089,0.02309494,0.01067666],"study_design_scores_gemma":[0.003191466,0.0003075973,0.9794049,0.0003151142,0.0006008823,0.0001022254,0.0004238134,0.004437793,0.0001030806,0.0006426581,0.01002251,0.0004479178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971521,0.0003733402,0.01240921,0.01142964,0.0001938529,0.001304985,0.002226449,0.0001990066,0.0003425113],"genre_scores_gemma":[0.9863011,0.0008012381,0.003228386,0.008298868,0.0001740127,0.0003330634,0.0007668271,0.0000573394,0.00003913002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06594415,"threshold_uncertainty_score":0.9999165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01837532438742873,"score_gpt":0.25469313676537,"score_spread":0.2363178123779413,"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."}}