{"id":"W2032720320","doi":"10.1016/j.athoracsur.2010.04.055","title":"The Cardiac Surgery Workforce: A Survey of Recent Graduates of Canadian Training Programs","year":2010,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Dalhousie University; University of Toronto; Royal Columbian Hospital; St. Michael's Hospital; Saint John Regional Hospital","funders":"","keywords":"Medicine; Workforce; Specialty; Feeling; Cardiac surgery; Medical education; Family medicine; Surgery; Psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001181441,0.0002662871,0.0002684877,0.00174941,0.003607719,0.00118201,0.001432327,0.001904805,0.003544485],"category_scores_gemma":[0.004031021,0.0004306712,0.000413431,0.003636156,0.0008133987,0.0008043381,0.001082678,0.001507093,0.0005281486],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01607342,"about_ca_system_score_gemma":0.03269042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9728407,"about_ca_topic_score_gemma":0.9889786,"domain_scores_codex":[0.9984432,0.0000884234,0.00009503199,0.0001099916,0.0005993687,0.0006639989],"domain_scores_gemma":[0.9937968,0.000281146,0.0007405204,0.00005922154,0.002497203,0.002625002],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007090245,0.0001051934,0.9605032,0.0001148727,0.00003070508,0.0003268349,0.006238895,0.00004133019,0.0003010044,0.0001261762,0.0215923,0.01054861],"study_design_scores_gemma":[0.00000728123,0.00003923191,0.9776878,0.0000755623,0.00001018552,0.0001416406,0.01461738,0.00007299693,0.00002869039,0.00001220335,0.007292088,0.00001503436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577637,0.002074926,0.00009410184,0.02244477,0.0002090352,0.0001287549,0.006627022,0.00001861837,0.01063909],"genre_scores_gemma":[0.9803073,0.002452562,0.0002006804,0.01083814,0.0001207803,0.00007953091,0.001346033,0.00001082286,0.004644172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9988186,"threshold_uncertainty_score":0.1166213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4005677262990255,"score_gpt":0.3982762278524548,"score_spread":0.002291498446570783,"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."}}