{"id":"W158167970","doi":"10.2310/6620.2010.09074","title":"Patch Testing Practices of American Contact Dermatitis Society Members","year":2010,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Patch testing; Contact dermatitis; Allergic contact dermatitis; Patch test; Allergen; Test (biology); Dermatology; Family medicine; Allergy; Immunology","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":[0.0001665637,0.0002218071,0.0005381755,0.00007849988,0.0001337194,0.00006720146,0.0001564578,0.00009059171,0.001039613],"category_scores_gemma":[0.0007566037,0.0002073441,0.0002185214,0.0003643362,0.0001956488,0.0004195553,0.00006745284,0.0004491387,0.0000571721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002864584,"about_ca_system_score_gemma":0.0001701634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00508635,"about_ca_topic_score_gemma":0.001804122,"domain_scores_codex":[0.998404,0.00004566905,0.0005636768,0.0002335219,0.000418775,0.0003344157],"domain_scores_gemma":[0.9976166,0.0005076461,0.0009681126,0.0004190275,0.0003048409,0.0001837282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001439854,0.0003431743,0.708302,0.001039094,0.0005338364,0.0002660226,0.004994464,0.000004192576,0.05164417,0.0007402037,0.1353183,0.09680013],"study_design_scores_gemma":[0.001291771,0.0002510399,0.8596751,0.0002619004,0.0001480298,0.0009425238,0.001754024,0.002207351,0.01429571,0.00006822884,0.1187844,0.0003199511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700515,0.0001193784,0.0001165555,0.008251511,0.0002930342,0.0003121785,0.00004932148,0.0001435935,0.02066296],"genre_scores_gemma":[0.9778402,0.0001881674,0.01603055,0.005534797,0.000166518,0.00002991555,0.00004445491,0.00003467808,0.0001306653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1513731,"threshold_uncertainty_score":0.9998736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02188229098320966,"score_gpt":0.2920185880765548,"score_spread":0.2701362970933451,"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."}}