{"id":"W2930931947","doi":"10.1177/2292550319826089","title":"Advanced Training and Job Satisfaction Among Recent Canadian Plastic Surgery Graduates","year":2019,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Misericordia Community Hospital; University of Alberta Hospital; Alberta Hospital Edmonton; University of Alberta","funders":"","keywords":"Subspecialty; Demographics; Job satisfaction; Medicine; Family medicine; Plastic surgery; Medical education; Psychology; Demography; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001182846,0.0001304679,0.0003166545,0.0003126119,0.0003830137,0.00009120804,0.00008364917,0.0001035202,0.0007691456],"category_scores_gemma":[0.01023493,0.0001376763,0.0000618246,0.000353133,0.0002437279,0.0003159257,0.00002066706,0.0001607117,0.00009651967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001824312,"about_ca_system_score_gemma":0.0006483941,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07503054,"about_ca_topic_score_gemma":0.2330453,"domain_scores_codex":[0.9983162,0.0001326387,0.000207109,0.0002667826,0.0005408656,0.0005364507],"domain_scores_gemma":[0.9777015,0.02158231,0.00008442864,0.00009592247,0.000084682,0.0004511086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001514286,0.000003826514,0.9611961,0.00002054007,0.00002124218,0.00002894547,0.002334658,0.00003397494,0.00001130871,0.0001398575,0.004818405,0.03137598],"study_design_scores_gemma":[0.0001165486,0.00001257715,0.9642171,0.0001952701,0.00003275904,0.000002490978,0.01546964,0.00005541191,0.000006074967,0.00007480376,0.01960212,0.0002151588],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852151,0.0001488577,0.00001817786,0.0003700742,0.01198319,0.00008657934,0.00001452277,0.0000639225,0.002099623],"genre_scores_gemma":[0.9988775,0.0006326539,0.00001174802,0.00008936157,0.0002164859,0.000005552872,0.00001777823,0.00001095807,0.0001380162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1580148,"threshold_uncertainty_score":0.9981023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03881664738855777,"score_gpt":0.2424863517315897,"score_spread":0.2036697043430319,"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."}}