{"id":"W2153989792","doi":"10.1111/j.0105-1873.2003.0257.x","title":"Return‐to‐work barriers for workers with contact dermatitis","year":2003,"lang":"en","type":"article","venue":"Contact Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Contact dermatitis; Allergic contact dermatitis; Patch testing; Dermatology; Work (physics); Irritant contact dermatitis; Medicine; Occupational exposure; Allergy; Environmental health; Immunology; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002497465,0.0005808633,0.001004296,0.0003020966,0.0003936589,0.0002378004,0.0002417485,0.0002201944,0.001315105],"category_scores_gemma":[0.000569866,0.000498231,0.0003237785,0.0005952253,0.00006448173,0.0004562318,0.00003750511,0.0003574538,0.0001700462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000270462,"about_ca_system_score_gemma":0.0005086287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001117533,"about_ca_topic_score_gemma":0.0003148666,"domain_scores_codex":[0.9970469,0.000122418,0.0007618256,0.0005760214,0.0005446128,0.0009481924],"domain_scores_gemma":[0.9972361,0.0003782338,0.0002398638,0.0007636918,0.0003653737,0.001016735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005363102,0.0002014949,0.4767712,0.0009685131,0.001378761,0.0012524,0.004869405,0.00002949241,0.001598675,0.008493171,0.4900002,0.01390035],"study_design_scores_gemma":[0.007882171,0.001058514,0.2955235,0.001907755,0.0003381812,0.001054444,0.001833071,0.00007597571,0.007685473,0.0002036643,0.681368,0.001069243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.90372,0.002000485,0.02086518,0.01891874,0.001502065,0.006268403,0.0002674166,0.0007259013,0.04573181],"genre_scores_gemma":[0.9758896,0.0001136158,0.005903332,0.01530073,0.0001592214,0.0005470975,0.0001046638,0.0001266968,0.001855104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1913678,"threshold_uncertainty_score":0.9997469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01144868525855318,"score_gpt":0.2430844709075967,"score_spread":0.2316357856490435,"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."}}