{"id":"W2327511327","doi":"10.1097/der.0b013e3182a8ad8f","title":"Audit of Patch Testing Services in Wales","year":2014,"lang":"en","type":"letter","venue":"Dermatitis","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Patch testing; Audit; Accounting; Business; Contact dermatitis","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":[0.009401836,0.0002772318,0.0003535845,0.002748634,0.001651122,0.00167831,0.001775698,0.002329763,0.006895912],"category_scores_gemma":[0.04720017,0.000989501,0.0005516806,0.003701943,0.00104368,0.001257731,0.002438724,0.001978021,0.001295328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01083345,"about_ca_system_score_gemma":0.0179198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1929608,"about_ca_topic_score_gemma":0.2425762,"domain_scores_codex":[0.9785578,0.006491099,0.003188594,0.0009901917,0.007577235,0.003195212],"domain_scores_gemma":[0.9302955,0.02005067,0.01534848,0.003368532,0.02308914,0.007847713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000784093,0.000514774,0.7865643,0.002335239,0.0001088064,0.005499979,0.007871757,0.0006936167,0.00251654,0.00149162,0.07521151,0.1164078],"study_design_scores_gemma":[0.00007827471,0.0007028954,0.9713469,0.0006692391,0.00003492066,0.001759019,0.00307923,0.0007812723,0.0002871617,0.0001469881,0.0210798,0.00003430223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8580012,0.007565391,0.0009027246,0.0692715,0.001177209,0.001637011,0.003637414,0.0003293645,0.05747827],"genre_scores_gemma":[0.9574282,0.002493422,0.001061954,0.02156143,0.0002838113,0.000506892,0.0009887654,0.0000535408,0.01562189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1929608,"threshold_uncertainty_score":0.3836752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4944864755597676,"score_gpt":0.4956165179465538,"score_spread":0.001130042386786156,"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."}}