{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002919552,0.00005865011,0.0001575876,0.0001220234,0.0009828539,0.00001378768,0.0001904111,0.0001754709,0.0002429733],"category_scores_gemma":[0.0007620908,0.00007091132,0.00001995759,0.0003151912,0.0001845438,0.0001771851,0.0005570995,0.0002187751,0.00002225062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006495195,"about_ca_system_score_gemma":0.0001326685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000328134,"about_ca_topic_score_gemma":0.002603538,"domain_scores_codex":[0.9989507,0.00030875,0.000124924,0.0001891312,0.0001656219,0.0002609123],"domain_scores_gemma":[0.9994748,0.0001088936,0.00003172096,0.00007625798,0.00006529286,0.0002430864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006982804,0.00001323016,0.9232497,0.00001794481,0.00001206732,0.0002576243,0.04755699,0.000001876602,0.00004747123,0.01663981,0.009343185,0.002853106],"study_design_scores_gemma":[0.002867789,0.00006395645,0.1717926,0.0002200358,0.000153137,0.00103118,0.411554,0.0002415867,0.002148728,0.02230687,0.3868044,0.0008158006],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8830149,0.0001137226,0.0004259975,0.1119553,0.000353777,0.0001235733,0.000004819028,0.00003775424,0.00397011],"genre_scores_gemma":[0.9954858,0.0002303289,0.0002736782,0.003827178,0.0000232862,0.000005059521,0.000009313148,0.000002500161,0.0001428069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7514572,"threshold_uncertainty_score":0.7559417,"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."}}