{"id":"W3181940373","doi":"10.1111/bju.15546","title":"Women doctors in female urology: current status and implications for future workforce","year":2021,"lang":"en","type":"article","venue":"British Journal of Urology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Specialty; Workforce; Urology; Medicine; Family medicine; Medical education; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003206755,0.0001194487,0.0001859678,0.000605434,0.0013458,0.001384415,0.0005941766,0.001186005,0.00880043],"category_scores_gemma":[0.01048076,0.0001811246,0.0001789039,0.0009055025,0.001078374,0.0020059,0.001292894,0.0007517135,0.0008133821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001269881,"about_ca_system_score_gemma":0.003210936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009860102,"about_ca_topic_score_gemma":0.01497461,"domain_scores_codex":[0.9980373,0.0008239415,0.0001035536,0.0001180256,0.0003301688,0.0005870647],"domain_scores_gemma":[0.9933049,0.001571919,0.001451761,0.00006285436,0.0006939442,0.002914718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002516288,0.0002726107,0.7229578,0.001594923,0.00002353037,0.001544826,0.02261053,0.0001355024,0.00071365,0.002749308,0.03501529,0.2121303],"study_design_scores_gemma":[0.00002939458,0.0004464539,0.7761745,0.002886244,0.0000215137,0.002362023,0.1541946,0.0002548806,0.0001320604,0.0015704,0.06188616,0.00004186755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7079838,0.0518554,0.0003786464,0.217942,0.001176059,0.0000420416,0.0004572193,0.00002700717,0.02013788],"genre_scores_gemma":[0.9740986,0.01869937,0.0002821124,0.004028382,0.0004653446,0.00004088531,0.0001250308,0.000005038087,0.002255316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009860102,"threshold_uncertainty_score":0.02944034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02914782160270156,"score_gpt":0.3135836098045254,"score_spread":0.2844357882018238,"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."}}