{"id":"W2792759261","doi":"10.1097/der.0000000000000355","title":"Survey of Patch Test Business Models in the United States by the American Contact Dermatitis Society","year":2018,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reimbursement; Medicine; Patch testing; Salary; Test (biology); Allergic contact dermatitis; Family medicine; Skin patch; Contact dermatitis; Dermatology; Health care","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":[0.003841706,0.0001737839,0.0002361144,0.001799173,0.00066328,0.001097698,0.0004909748,0.0006636457,0.003127999],"category_scores_gemma":[0.01138122,0.0002398535,0.0004422876,0.001997791,0.0004125811,0.001242135,0.0009580545,0.0007254014,0.0006465412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009134946,"about_ca_system_score_gemma":0.001044937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008734165,"about_ca_topic_score_gemma":0.0091557,"domain_scores_codex":[0.995204,0.00157793,0.0006420134,0.0003871286,0.001786816,0.0004021158],"domain_scores_gemma":[0.9756478,0.004905581,0.01223011,0.0006231125,0.003833948,0.002759483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003294072,0.0001388943,0.9871625,0.00005644472,0.00003653703,0.00008955257,0.001129385,0.00004368308,0.0001954035,0.00005582773,0.003087172,0.007971655],"study_design_scores_gemma":[0.000005661744,0.0001355964,0.9897372,0.00008389733,0.00001376608,0.000426027,0.00501215,0.0002918452,0.00008912345,0.0000255788,0.00416883,0.00001036951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914668,0.0006133668,0.0001721289,0.001574479,0.00002603783,0.00007034601,0.001325652,0.00001682783,0.004734594],"genre_scores_gemma":[0.9968862,0.0006811336,0.0003391878,0.000709878,0.00002996365,0.00005115917,0.0007516868,0.000006230905,0.0005445484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008734165,"threshold_uncertainty_score":0.02031714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02432077938857318,"score_gpt":0.2675687123157413,"score_spread":0.2432479329271681,"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."}}