{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004497398,0.0002215411,0.0004778557,0.00008037994,0.0001697975,0.00008157201,0.0003282489,0.0000521299,0.00008469678],"category_scores_gemma":[0.0002105173,0.0001326591,0.00009752511,0.001331755,0.0004451274,0.0002088429,0.00006346154,0.0002232111,0.00001889178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004587327,"about_ca_system_score_gemma":0.00009940135,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07377364,"about_ca_topic_score_gemma":0.01297835,"domain_scores_codex":[0.9982224,0.0002767543,0.000548574,0.0001839443,0.0004331107,0.0003352772],"domain_scores_gemma":[0.9974686,0.001092657,0.0003019357,0.0004975414,0.0005793409,0.00005990511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000012508,0.0003428628,0.3253661,0.0001851441,0.0001477585,0.00003715927,0.01288974,0.00003901157,0.0002366854,0.0001245239,0.6535813,0.007037217],"study_design_scores_gemma":[0.0009014301,0.0001378363,0.9570717,0.0001632531,0.00003332572,0.00009575624,0.002240667,0.02088959,0.0004336254,0.0001135268,0.01775623,0.0001630843],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777348,0.0003575982,0.001036798,0.01882668,0.00007123937,0.0004688767,0.0005478467,0.00004197772,0.0009141886],"genre_scores_gemma":[0.9732527,0.001656115,0.00009754939,0.02407133,0.00005173172,0.00004295799,0.0007449658,0.00002553391,0.0000570991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.635825,"threshold_uncertainty_score":0.9323942,"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."}}