{"id":"W2330613961","doi":"10.1097/der.0b013e31824a60d1","title":"Allergic Contact Dermatitis and Patch-Testing Education in US Dermatology Residencies in 2010","year":2012,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Patch testing; Contact dermatitis; Dermatology; Allergic contact dermatitis; Family medicine; Test (biology); 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"],"consensus_categories":[],"category_scores_codex":[0.0001735172,0.0002415681,0.0005221078,0.0004292218,0.00007971595,0.00005628853,0.00008778435,0.0001640481,0.0002542986],"category_scores_gemma":[0.0003173372,0.0002476042,0.00004826444,0.0003190815,0.00006555583,0.0007319363,0.00007410236,0.000315953,0.00008358746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001200204,"about_ca_system_score_gemma":0.000279493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00495777,"about_ca_topic_score_gemma":0.006861473,"domain_scores_codex":[0.9982148,0.0001368694,0.00065286,0.000219694,0.0002201942,0.0005555328],"domain_scores_gemma":[0.9990286,0.0002739805,0.0001497905,0.0002542606,0.00008742977,0.0002059048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000384583,0.000145378,0.968783,0.0002714073,0.00001576004,0.000179821,0.002111564,0.000001229641,0.000328508,0.0005641897,0.01637977,0.01121552],"study_design_scores_gemma":[0.001194637,0.00003131307,0.9780987,0.0006542001,0.00001860622,0.003123447,0.0009511939,0.0002875119,0.0008029763,0.0002469955,0.01434432,0.0002460829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774325,0.006190884,0.00002275239,0.006874993,0.0004079203,0.0004358545,0.000007706183,0.00006487771,0.00856251],"genre_scores_gemma":[0.9911346,0.001049377,0.001516594,0.005782869,0.0001136594,0.0000906862,0.00004617976,0.00002853347,0.000237517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01370208,"threshold_uncertainty_score":0.9999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02025366899623729,"score_gpt":0.269002236463431,"score_spread":0.2487485674671937,"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."}}