{"id":"W4224979416","doi":"10.1097/der.0000000000000886","title":"Atopic Dermatitis in Underrepresented Groups: An All of Us Database Analysis","year":2022,"lang":"en","type":"article","venue":"Dermatitis","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Atopic dermatitis; Medicine; Medical school; Underrepresented Minority; Dermatology; Family medicine; Medical 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":[0.001935205,0.0002559974,0.0006594104,0.002742997,0.0005067149,0.0008465056,0.0004762126,0.0003003115,0.002384431],"category_scores_gemma":[0.005631456,0.0002399192,0.001184806,0.004871003,0.0001365839,0.0007102296,0.001168599,0.0004226601,0.0002406954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004537122,"about_ca_system_score_gemma":0.000892653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01265778,"about_ca_topic_score_gemma":0.01844923,"domain_scores_codex":[0.9981101,0.0005396709,0.0004046298,0.0003041558,0.0003803528,0.0002610168],"domain_scores_gemma":[0.996344,0.000835971,0.001362335,0.0006371008,0.0005375069,0.0002831102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007937423,0.00008291202,0.9906308,0.0002319155,0.001088545,0.0001255146,0.0001788415,0.00007120086,0.0001819312,0.0001295058,0.001971062,0.004514054],"study_design_scores_gemma":[0.00006600059,0.0001250413,0.9946262,0.0001122329,0.0009994444,0.0002873849,0.0007805945,0.0003830234,0.000112382,0.00008615326,0.002411196,0.0000102972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761898,0.001276499,0.0002685947,0.0001345977,0.00001456727,0.0001349928,0.0206774,0.00001060863,0.001292939],"genre_scores_gemma":[0.9854343,0.0006105247,0.0004531278,0.0001217785,0.00002697323,0.0001759991,0.01292482,0.00001319677,0.0002393147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01265778,"threshold_uncertainty_score":0.02516824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0228547178122093,"score_gpt":0.2979633651163316,"score_spread":0.2751086473041223,"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."}}