{"id":"W2908061515","doi":"10.1053/j.seminoncol.2018.12.006","title":"Medical oncology job satisfaction: Results of a global survey","year":2019,"lang":"en","type":"article","venue":"Seminars in Oncology","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Medicine; Job satisfaction; Oncology; MEDLINE; Patient satisfaction; Internal medicine; Family medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003342889,0.0003385074,0.0004254293,0.001343064,0.0006153426,0.0007129972,0.0002753754,0.0007313531,0.00159521],"category_scores_gemma":[0.005247875,0.0002290164,0.0007350021,0.001783682,0.0004953477,0.0007680916,0.001409348,0.000748755,0.0005113951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004368332,"about_ca_system_score_gemma":0.0005661991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003224051,"about_ca_topic_score_gemma":0.003857512,"domain_scores_codex":[0.9982169,0.0006972256,0.0002256346,0.0001301849,0.0003145314,0.0004154947],"domain_scores_gemma":[0.9942349,0.00117739,0.001583278,0.0002152774,0.001352224,0.001436889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001138685,0.0002024219,0.9940962,0.00002818978,0.00003845945,0.00003428306,0.001211895,0.00005798256,0.0001631635,0.00001411922,0.0005270286,0.003512547],"study_design_scores_gemma":[0.00000581363,0.0001678996,0.9975522,0.000005732019,0.000009248589,0.00003759514,0.001706857,0.00005086467,0.0000422194,0.000005970473,0.0004118874,0.000003694885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969853,0.0001283437,0.00009559344,0.000236258,0.00001776256,0.00003583028,0.0007094108,0.000005523932,0.001786119],"genre_scores_gemma":[0.9980845,0.0001232887,0.0001148514,0.0002547906,0.00002027261,0.00004409783,0.0008186106,0.000006403216,0.0005332847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003342889,"threshold_uncertainty_score":0.01767904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06148639914696993,"score_gpt":0.4884743871861017,"score_spread":0.4269879880391318,"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."}}