{"id":"W3093488756","doi":"10.1016/j.jvs.2020.08.062","title":"Burnout and Career Satisfaction Among Canadian Vascular Surgeons: A Cross-Sectional Study","year":2020,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Burnout; Cross-sectional study; Job satisfaction; Family medicine; Clinical psychology; Management; Pathology","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":[0.001933509,0.0005403146,0.0006199949,0.00178562,0.00487632,0.001690683,0.001612494,0.001633897,0.002378565],"category_scores_gemma":[0.004372662,0.0008155268,0.001015872,0.004238495,0.001224376,0.0007236566,0.001173131,0.001579994,0.0003361039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0162613,"about_ca_system_score_gemma":0.02280926,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9472538,"about_ca_topic_score_gemma":0.9716573,"domain_scores_codex":[0.9980651,0.0002106883,0.0001095738,0.0001733027,0.0005853553,0.0008559776],"domain_scores_gemma":[0.9950978,0.0003507173,0.0009203561,0.0001294621,0.001755634,0.001745907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003467318,0.0001046929,0.9977124,0.00001208283,0.00003435541,0.00003086088,0.00102253,0.00001658059,0.00004685231,0.00002017568,0.0002871476,0.0006777229],"study_design_scores_gemma":[0.000002819334,0.00002336665,0.9974921,0.0000115697,0.000009013628,0.00001913541,0.002200481,0.00003371491,0.000007544885,0.000005444929,0.0001891048,0.000005821285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978729,0.0002221392,0.00002909691,0.0002233408,0.00001551007,0.00002650136,0.0006857968,0.000002805072,0.0009219608],"genre_scores_gemma":[0.9983368,0.0001995941,0.0001011254,0.0001896739,0.00001029411,0.000026213,0.0006066607,0.000002960429,0.0005267991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05274618,"threshold_uncertainty_score":0.1179845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03997293324245275,"score_gpt":0.2711116698262696,"score_spread":0.2311387365838169,"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."}}