{"id":"W3149236319","doi":"10.1159/000514537","title":"Barriers to Diversity and Academic Promotion in Dermatology: Recommendations Moving Forward","year":2021,"lang":"en","type":"article","venue":"Dermatology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of Toronto; McMaster University","funders":"","keywords":"Diversity (politics); Promotion (chess); Dermatology; Medicine; Political science","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":[0.07109842,0.002188083,0.006002341,0.005242866,0.01424612,0.02825755,0.0117792,0.04140559,0.0357825],"category_scores_gemma":[0.1837461,0.002503983,0.006478678,0.006192183,0.01063209,0.02704869,0.02473903,0.04893253,0.004498707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02477004,"about_ca_system_score_gemma":0.2550049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1375631,"about_ca_topic_score_gemma":0.3196286,"domain_scores_codex":[0.9475917,0.02364485,0.006297652,0.003139357,0.007789617,0.01153689],"domain_scores_gemma":[0.6202466,0.1696298,0.01745088,0.00570753,0.0800595,0.1069056],"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":[0.0004060487,0.002669432,0.0482918,0.009833275,0.0007946285,0.001196498,0.01750998,0.001048679,0.0003107462,0.02862271,0.7028639,0.1864523],"study_design_scores_gemma":[0.001526269,0.0007598777,0.08976372,0.08589312,0.002692109,0.0007817747,0.3451668,0.00206485,0.0006650946,0.0794884,0.3899246,0.001273538],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002351529,0.0107807,0.0007078873,0.9794646,0.003590135,0.0001734118,0.0001459651,0.00006541549,0.002720401],"genre_scores_gemma":[0.1556161,0.09076383,0.0402318,0.6785628,0.01858121,0.003761851,0.001342722,0.0002769429,0.01086269],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9289016,"threshold_uncertainty_score":0.3760089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04310789953267528,"score_gpt":0.3229569867434825,"score_spread":0.2798490872108072,"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."}}