{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000107454,0.00006009198,0.0001045233,0.00007982445,0.00007942122,0.000006604802,0.00003292378,0.0001175768,0.0005897062],"category_scores_gemma":[0.0005680891,0.00004309789,0.00001618171,0.0001366954,0.0001291269,0.0001251338,0.00002224692,0.00003373339,0.00001695924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005299193,"about_ca_system_score_gemma":0.00001439833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002702176,"about_ca_topic_score_gemma":0.0001951203,"domain_scores_codex":[0.9994748,0.00008251305,0.0002113931,0.0001031106,0.00003742768,0.00009074787],"domain_scores_gemma":[0.9995068,0.0001769181,0.0001144226,0.00007797447,0.0001063002,0.0000175649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004484554,0.00003349985,0.7499096,0.00009425342,0.00004197632,8.493641e-7,0.0007479794,8.958745e-7,0.0143642,0.003363273,0.0006662182,0.2307727],"study_design_scores_gemma":[0.0004915959,0.00003420941,0.9905325,0.0001418793,0.00001980407,0.00001291223,0.00008140786,0.00006120111,0.004860039,0.0006981144,0.003005166,0.00006116793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972936,0.0006546167,0.02403994,0.0006281845,0.0003264939,0.0001080946,0.00002582276,0.00006589196,0.001214993],"genre_scores_gemma":[0.9994141,0.0002011979,0.00005754189,0.0002019768,0.00001153537,0.0000069693,0.00005650999,0.000004615711,0.00004558915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2406228,"threshold_uncertainty_score":0.6456869,"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."}}