{"id":"W2468773159","doi":"10.1097/der.0000000000000190","title":"Utilization and Geographic Variation of Patch Testing Among Medicare Beneficiaries","year":2016,"lang":"en","type":"article","venue":"Dermatitis","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Variation (astronomy); Geographic variation; Patch testing; Demography; Environmental health; Population; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006719201,0.0001423876,0.000216645,0.001449685,0.0002576854,0.0004306043,0.0003977722,0.0004472741,0.002761802],"category_scores_gemma":[0.003100098,0.0001375763,0.0004632503,0.002057187,0.0001869679,0.0003950551,0.0004267158,0.0003061715,0.0002920896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004130144,"about_ca_system_score_gemma":0.0002961056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03447419,"about_ca_topic_score_gemma":0.02564814,"domain_scores_codex":[0.9993823,0.0001409701,0.00009933444,0.0001427677,0.0001309528,0.0001037157],"domain_scores_gemma":[0.9957444,0.0007397615,0.002496567,0.0001848908,0.0004391871,0.0003951404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003726743,0.0000104373,0.9979467,0.00001218092,0.00005167033,0.00001711422,0.0000415531,0.00003468946,0.00006319737,0.00002035499,0.0002730932,0.001491783],"study_design_scores_gemma":[6.422488e-7,0.00001362005,0.9997057,0.000004994687,0.000008675107,0.00003950149,0.00006306315,0.00005315455,0.00001018278,0.000005127523,0.00009405481,0.00000117496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937675,0.001378349,0.00008966832,0.0001958204,0.000009006835,0.000007650973,0.003412764,0.00001573631,0.001123576],"genre_scores_gemma":[0.9978564,0.000464555,0.00006227333,0.00004231916,0.00002261412,0.000006958652,0.00133755,0.000003348578,0.0002038334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03447419,"threshold_uncertainty_score":0.06854707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01749129138410673,"score_gpt":0.228888636457271,"score_spread":0.2113973450731643,"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."}}