{"id":"W2085859176","doi":"10.2310/6620.2006.06045","title":"Improving Post-Patch-Test Education with the Contact Allergen Replacement Database","year":2007,"lang":"en","type":"letter","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Miami; Medicine; Miller; Allergen; Patch test; Dermatology; Test (biology); Family medicine; Allergy; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000209984,0.0004953755,0.0005565659,0.0002214341,0.0002415596,0.0001752419,0.0002899717,0.0003260183,0.001049876],"category_scores_gemma":[0.0001309976,0.0003245718,0.0001635629,0.0001726382,0.00007402035,0.0002540015,0.0001102919,0.001382976,0.0002052696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000225666,"about_ca_system_score_gemma":0.000917655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003568388,"about_ca_topic_score_gemma":0.001549296,"domain_scores_codex":[0.9975677,0.00007143974,0.0005515291,0.0004837985,0.000785121,0.0005404442],"domain_scores_gemma":[0.997516,0.0003219939,0.0004502431,0.001161771,0.0004242309,0.0001257514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001740454,0.00008334605,0.001027818,0.0006712165,0.0001813229,0.0008053176,0.0004066658,1.131784e-7,0.0001639523,0.00001574906,0.9901824,0.006444702],"study_design_scores_gemma":[0.0008941769,0.0003338957,0.01252553,0.0009081641,0.0002773279,0.001261855,0.0005227312,0.00004984318,0.0003514671,0.000002409489,0.9824501,0.0004225241],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007140534,0.001361014,0.0004516761,0.9794106,0.0006799326,0.001609348,0.0003947833,0.0001538863,0.008798247],"genre_scores_gemma":[0.01373844,0.0003408441,0.0006684804,0.9660916,0.002956702,0.0002041142,0.006587107,0.0001152013,0.009297449],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01331892,"threshold_uncertainty_score":0.9999206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01004433163029123,"score_gpt":0.2450018019368226,"score_spread":0.2349574703065314,"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."}}