{"id":"W3171311537","doi":"10.1097/der.0000000000000754","title":"Trends in Patch Testing in the Medicare Part B Fee-for-Service Population","year":2021,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Patch testing; Fee-for-service; Service (business); Population; Family medicine; Environmental health; Marketing; Law; Health care; Immunology; Business","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":[0.001439575,0.0001826442,0.0002368075,0.001939255,0.00025775,0.0006781872,0.0004897626,0.0006436246,0.001768555],"category_scores_gemma":[0.005781098,0.0001703241,0.0005775388,0.002489903,0.0001818181,0.001051509,0.0004214686,0.0007954998,0.0003682089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001441522,"about_ca_system_score_gemma":0.000993653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04090465,"about_ca_topic_score_gemma":0.03064961,"domain_scores_codex":[0.9988721,0.0001691769,0.0001476917,0.0002870299,0.0003326669,0.0001913339],"domain_scores_gemma":[0.9935039,0.0006800632,0.004046836,0.0001455435,0.001141102,0.0004825997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004370954,0.00003272132,0.9961913,0.00001739421,0.00003734089,0.00001992661,0.00006184771,0.00007345648,0.00007833157,0.00004643857,0.0008490731,0.002548439],"study_design_scores_gemma":[0.000003042691,0.00005160446,0.9988488,0.00001055519,0.00001532949,0.00009439716,0.0001060529,0.0003078719,0.00004005468,0.0000189271,0.0005006935,0.000002526736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882433,0.001041263,0.0002608376,0.0007910843,0.00002089023,0.00002298384,0.008233977,0.00004078945,0.001344954],"genre_scores_gemma":[0.9918364,0.0006959329,0.0003289474,0.000290666,0.00005038379,0.00003911415,0.006330552,0.000009139327,0.0004188899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04090465,"threshold_uncertainty_score":0.0813331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03761419883734738,"score_gpt":0.2884359596376214,"score_spread":0.250821760800274,"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."}}