{"id":"W3149589389","doi":"10.1097/der.0000000000000739","title":"Updated Survey of US Dermatology Program Directors and Chief Residents on Contact Dermatitis and Patch Testing Education","year":2021,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Patch testing; Contact dermatitis; MEDLINE; Allergic contact dermatitis; Continuing education","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":[0.001260902,0.0002780893,0.0003137654,0.002122469,0.0005863112,0.0004904213,0.000511214,0.0009202728,0.00407541],"category_scores_gemma":[0.004907915,0.0003397807,0.0005236678,0.003178659,0.000154565,0.0007640586,0.0007599761,0.0006809213,0.000937877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001038301,"about_ca_system_score_gemma":0.001456654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05166979,"about_ca_topic_score_gemma":0.07964757,"domain_scores_codex":[0.998619,0.0002591994,0.0003251529,0.0001303768,0.0004561956,0.000210198],"domain_scores_gemma":[0.9919474,0.0009148653,0.003180232,0.0002031358,0.002528808,0.001225671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007559517,0.0003138605,0.9874141,0.00006090821,0.00003884765,0.00005092922,0.0001527404,0.00004907975,0.00009795504,0.000008913647,0.00723006,0.004507075],"study_design_scores_gemma":[0.000005948383,0.00004262686,0.9987186,0.00001332684,0.00000903104,0.00004288865,0.0002198005,0.00002890765,0.00001672147,0.000002020779,0.0008985736,0.000001616089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532529,0.001010463,0.000222762,0.001503926,0.0001288728,0.0003180365,0.03190526,0.00006721633,0.01159055],"genre_scores_gemma":[0.9736224,0.001077114,0.0004270151,0.001836545,0.0001110508,0.0003618708,0.01937353,0.00001648097,0.003173929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05166979,"threshold_uncertainty_score":0.102738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097238504131823,"score_gpt":0.2879802874263797,"score_spread":0.2670079023850614,"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."}}