{"id":"W1983910188","doi":"10.2310/6620.2004.20424","title":"Health Care Services Use by Workers with Work-Related Contact Dermatitis","year":2004,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Health care; Family medicine; Contact dermatitis; Presentation (obstetrics); Occupational safety and health; Nursing; Allergy; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.00005137786,0.0003783196,0.0006749282,0.0001520392,0.0002766357,0.0002219406,0.0001581864,0.0001429284,0.0002395102],"category_scores_gemma":[0.00001124061,0.0003192656,0.0001334534,0.0004508187,0.00007221924,0.0006888545,0.00004679851,0.0003320138,0.0001826158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003411121,"about_ca_system_score_gemma":0.0002953281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004294739,"about_ca_topic_score_gemma":0.002681826,"domain_scores_codex":[0.9979073,0.00006259485,0.000602072,0.0003566438,0.0004872335,0.0005842026],"domain_scores_gemma":[0.9986438,0.00005967285,0.0002646028,0.0004719596,0.0001687034,0.0003912745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007780982,0.0004341824,0.6501781,0.002553524,0.001142766,0.001885333,0.03319511,0.0002352139,0.00009064151,0.000850127,0.2689034,0.04045378],"study_design_scores_gemma":[0.006704184,0.0003970715,0.8382063,0.003749172,0.0001023272,0.0009217299,0.003095803,0.00001587047,0.0005516893,0.00003120867,0.1456705,0.0005541844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9459789,0.007318328,0.0003820758,0.04143173,0.0002425359,0.001049988,0.0001867767,0.0004864073,0.002923201],"genre_scores_gemma":[0.9721895,0.0007177751,0.001425954,0.02434242,0.00004397151,0.00005314489,0.0008044963,0.00006916608,0.0003535663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1880281,"threshold_uncertainty_score":0.999926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006635533834422112,"score_gpt":0.2289891913387517,"score_spread":0.2223536575043296,"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."}}