{"id":"W3194097300","doi":"10.1111/pde.14756","title":"Diversity in pediatric dermatology: A report from the Pediatric Dermatology Research Alliance and a call to action","year":2021,"lang":"en","type":"article","venue":"Pediatric Dermatology","topic":"Medicine and Dermatology Studies History","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Call to action; Alliance; Workforce; Diversity (politics); Action plan; Inclusion (mineral); Atopic dermatitis; Family medicine; Medical education; Dermatology; Political science; Management; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04429274,0.0003565929,0.0004928196,0.001562422,0.01003263,0.007789344,0.00200213,0.004881334,0.003391509],"category_scores_gemma":[0.05759496,0.0006792487,0.001047836,0.003403997,0.004724975,0.009740647,0.01389776,0.01544851,0.0003590562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009659044,"about_ca_system_score_gemma":0.04726232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01534546,"about_ca_topic_score_gemma":0.02488459,"domain_scores_codex":[0.9641278,0.0159854,0.002997348,0.001525291,0.01082717,0.004537019],"domain_scores_gemma":[0.9090068,0.03341242,0.01077932,0.002893487,0.01255633,0.03135156],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001013225,0.0005303566,0.09760325,0.001811223,0.0001076186,0.007882811,0.1211226,0.0004206183,0.00103844,0.02702625,0.5177465,0.224609],"study_design_scores_gemma":[0.0000413535,0.0001621581,0.05667366,0.003625788,0.00007134063,0.007672694,0.1876499,0.0003523723,0.0004627048,0.00455286,0.7386106,0.0001245745],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08235683,0.02203639,0.001212767,0.8745813,0.005682071,0.0001273221,0.0002181272,0.00009638099,0.01368878],"genre_scores_gemma":[0.6598471,0.07097908,0.005072081,0.2511014,0.005274222,0.0005924984,0.000576896,0.00016997,0.006386631],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9557073,"threshold_uncertainty_score":0.2342452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08764825279724497,"score_gpt":0.3583429798556495,"score_spread":0.2706947270584045,"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."}}