{"id":"W4296114210","doi":"10.54194/ohtc9692","title":"Healthcare’s search for “wellness”: How bioethics reduces burnout among health professionals","year":2022,"lang":"en","type":"article","venue":"Canadian Health Policy","topic":"Ethics in medical practice","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioethics; Burnout; Health professionals; Health care; Professional psychology; Psychology; Nursing; Medicine; Political science; Clinical psychology; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03652539,0.0004471476,0.001009046,0.001423322,0.02438307,0.00004791855,0.001191429,0.0007073895,0.0007922178],"category_scores_gemma":[0.0105359,0.0004730656,0.000175559,0.001803503,0.0008131234,0.0002926505,0.0004509444,0.01471954,0.0001162961],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01228776,"about_ca_system_score_gemma":0.1673315,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8952457,"about_ca_topic_score_gemma":0.6661354,"domain_scores_codex":[0.9711784,0.01997739,0.001589517,0.001056039,0.001645623,0.004553101],"domain_scores_gemma":[0.9802999,0.01016607,0.001215608,0.001108963,0.0006278551,0.006581619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007498298,0.0001003471,0.002617992,0.003179363,0.00003829572,0.00001358715,0.04099909,0.00001927033,0.000001805859,0.3666741,0.5724871,0.01379412],"study_design_scores_gemma":[0.00134768,0.0009298092,0.002832718,0.0007901183,0.000009217802,0.00001475965,0.08820742,0.0001785469,0.000009442738,0.01365695,0.8914742,0.0005491742],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008189072,0.002668131,0.0001450912,0.9717836,0.004182398,0.00730494,0.002519214,0.0002115759,0.002996],"genre_scores_gemma":[0.5477419,0.0007401454,0.0006039882,0.4356911,0.002865053,0.002545803,0.0005119423,0.0001609895,0.009139023],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5395529,"threshold_uncertainty_score":0.9997721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3049746036910144,"score_gpt":0.586279171361242,"score_spread":0.2813045676702275,"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."}}