{"id":"W3147877259","doi":"10.1097/der.0000000000000742","title":"Trends in Patch Testing by Health Care Providers among US Medicare Beneficiaries","year":2021,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Patch testing; Health care; MEDLINE; Patient care; Test (biology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009786661,0.0001532964,0.0002122437,0.00217615,0.0003256764,0.0005731079,0.0004974318,0.0005096141,0.002514949],"category_scores_gemma":[0.005139006,0.0001838717,0.0004716114,0.002260793,0.0001841916,0.0007270139,0.0004892946,0.0006769981,0.0003114467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00124651,"about_ca_system_score_gemma":0.0006637796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04364285,"about_ca_topic_score_gemma":0.05012941,"domain_scores_codex":[0.9988738,0.0001466638,0.0001660379,0.0002607606,0.0003803002,0.000172427],"domain_scores_gemma":[0.9921455,0.001083484,0.004984089,0.0001391007,0.001018271,0.0006293941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003369007,0.00001823441,0.9957528,0.00003269582,0.00003184496,0.00003099087,0.00007973248,0.00005046816,0.00008818514,0.00003870502,0.001252674,0.002589975],"study_design_scores_gemma":[0.000002667579,0.00002773004,0.9988754,0.00002813644,0.00001229141,0.0001510675,0.0001636211,0.0001746538,0.00004646663,0.00001226517,0.0005034138,0.000002163315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848861,0.002085008,0.0001728949,0.0008887267,0.00001878082,0.00002571155,0.009790031,0.00004143692,0.002091245],"genre_scores_gemma":[0.992477,0.001053989,0.0003058251,0.0002640733,0.00005148588,0.00004173702,0.005304039,0.000009405614,0.000492457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04364285,"threshold_uncertainty_score":0.08677763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01305223296846647,"score_gpt":0.2618031783877812,"score_spread":0.2487509454193148,"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."}}