{"id":"W2903543957","doi":"10.1007/s00520-018-4567-5","title":"A prospective intervention to improve happiness and reduce burnout in oncologists","year":2018,"lang":"en","type":"article","venue":"Supportive Care in Cancer","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Bruyère; University of Toronto; Sunnybrook Health Science Centre; Ottawa Hospital; Princess Margaret Cancer Centre; University of Ottawa","funders":"","keywords":"Burnout; Happiness; Medicine; Emotional exhaustion; Psychological intervention; Depersonalization; Gratitude; Clinical psychology; Psychology; Nursing; Social psychology","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":[0.002239408,0.000571575,0.0007687386,0.000433009,0.003262059,0.0009506738,0.0006819671,0.001814447,0.005893515],"category_scores_gemma":[0.003976262,0.0008805215,0.001157505,0.0004750345,0.0007068163,0.0006520514,0.001500027,0.002158551,0.0006724682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001461206,"about_ca_system_score_gemma":0.006940087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008698144,"about_ca_topic_score_gemma":0.01316654,"domain_scores_codex":[0.998486,0.0006734931,0.0001014467,0.0002188141,0.0001195407,0.0004007801],"domain_scores_gemma":[0.9968506,0.0006892654,0.0004103396,0.000210387,0.0002963095,0.001543205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1173111,0.6820495,0.05999156,0.001201406,0.001049506,0.0001764286,0.002331647,0.0009338121,0.002702974,0.0004674452,0.003575456,0.1282091],"study_design_scores_gemma":[0.152464,0.4726436,0.3591943,0.0008404138,0.001740879,0.00007971103,0.002881193,0.001614792,0.002633858,0.000622485,0.005173582,0.0001112029],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954827,0.0002625931,0.0002328747,0.0005184123,0.0001972193,0.002183696,0.0001435793,0.00002485236,0.0009540632],"genre_scores_gemma":[0.9880846,0.0004705721,0.002931608,0.0008648314,0.0001219597,0.005705648,0.0002772359,0.000005312652,0.001538277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008698144,"threshold_uncertainty_score":0.01971585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05069021059204609,"score_gpt":0.4919037926752394,"score_spread":0.4412135820831933,"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."}}