{"id":"W2317894675","doi":"10.1097/acm.0b013e31826c81b6","title":"Career Satisfaction Among General Surgeons in Canada","year":2012,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Office of Rural Health; Health Resources and Services Administration","keywords":"Autonomy; Nursing; Patient satisfaction; Medicine; Perception; Job satisfaction; Medical education; Quality (philosophy); Rural area; Family medicine; Psychology; Social 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":[],"consensus_categories":[],"category_scores_codex":[0.001083586,0.0001292461,0.0002411811,0.0009234322,0.004170951,0.001223678,0.0005308925,0.0003615726,0.003130211],"category_scores_gemma":[0.004301321,0.0001291011,0.0002017978,0.002223633,0.00123594,0.000260966,0.001013056,0.0005605061,0.0001606097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01943321,"about_ca_system_score_gemma":0.04465633,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9565544,"about_ca_topic_score_gemma":0.9757596,"domain_scores_codex":[0.9985964,0.0001768504,0.00004707435,0.00008472212,0.0004056065,0.0006894323],"domain_scores_gemma":[0.9944818,0.0003803437,0.0007705927,0.00003809299,0.001660334,0.002668889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000654777,0.00005105613,0.9748906,0.00006500695,0.00001529385,0.0001623824,0.008862319,0.00007605426,0.0001660218,0.0001450406,0.002897291,0.01260342],"study_design_scores_gemma":[0.00000613367,0.000037219,0.9787713,0.00004869783,0.000004463515,0.00006628231,0.01860387,0.0001014258,0.00002356509,0.00003075003,0.002296434,0.000009864584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948488,0.0003550293,0.00004121132,0.001479577,0.00001784375,0.00001642892,0.0003601684,0.000004857555,0.002876143],"genre_scores_gemma":[0.998289,0.000303652,0.00007272998,0.000350583,0.000006157271,0.00000889878,0.0002156754,0.000002543021,0.0007507257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04344559,"threshold_uncertainty_score":0.1409984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07075292790067038,"score_gpt":0.414552616587866,"score_spread":0.3437996886871956,"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."}}