{"id":"W2939599760","doi":"10.36834/cmej.42992","title":"Where does resiliency fit into the residency training experience: a framework for understanding the relationship between wellness, burnout, and resiliency during residency training","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Burnout; Psychological resilience; Residency training; Medical education; Terminology; Resilience (materials science); Psychology; MEDLINE; Process (computing); Training (meteorology); Psychological intervention; Medicine; Nursing; Clinical psychology; Computer science; Social psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01826942,0.001235079,0.001448652,0.01161972,0.00582811,0.0146017,0.003143139,0.003680722,0.002411642],"category_scores_gemma":[0.02027289,0.0005682313,0.00165444,0.00664083,0.0333206,0.02133451,0.007709493,0.005930656,0.000331946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01326577,"about_ca_system_score_gemma":0.0268945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03497684,"about_ca_topic_score_gemma":0.05496469,"domain_scores_codex":[0.9913795,0.005846314,0.0005766097,0.0006987102,0.0006605241,0.0008383551],"domain_scores_gemma":[0.9819319,0.01153588,0.002545304,0.0005052791,0.001828866,0.001652752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008345585,0.0001418866,0.02454784,0.004962169,0.000179599,0.001026344,0.3035518,0.0009302265,0.000546993,0.5339413,0.008580766,0.1215076],"study_design_scores_gemma":[0.00003076142,0.0001570529,0.03252618,0.02042058,0.0002082998,0.001007086,0.3701223,0.001489349,0.0002222764,0.456567,0.117049,0.0002000444],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1211654,0.270331,0.09931535,0.3549096,0.002215645,0.00130679,0.0006341771,0.0002427367,0.1498793],"genre_scores_gemma":[0.8682656,0.07151317,0.04539841,0.01104527,0.0005205577,0.000945007,0.0002521781,0.0000509428,0.002008898],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03497684,"threshold_uncertainty_score":0.09661907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1140172087177596,"score_gpt":0.4431435500815,"score_spread":0.3291263413637404,"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."}}