{"id":"W4410458242","doi":"10.1016/j.apergo.2025.104554","title":"A systematic literature review of the relationship between management and resilience in healthcare","year":2025,"lang":"en","type":"review","venue":"Applied Ergonomics","topic":"Resilience and Mental Health","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Resilience (materials science); Health care; Systematic review; Psychology; Medicine; MEDLINE; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007908542,0.0002650919,0.001573747,0.0002061278,0.00006940503,0.00001399245,0.0004993963,0.0002606977,0.000002755612],"category_scores_gemma":[0.00004805541,0.0001794673,0.0001639517,0.0008966279,0.00006551668,0.00002460616,0.0001748042,0.0005079934,0.00002004284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002069675,"about_ca_system_score_gemma":0.0001340578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001774798,"about_ca_topic_score_gemma":0.00001352521,"domain_scores_codex":[0.9975258,0.0003853856,0.001266497,0.0004465474,0.0001201787,0.0002556338],"domain_scores_gemma":[0.9975349,0.0008528373,0.0006487926,0.0008911471,0.00001305736,0.0000592563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000003415514,0.0000113267,0.0003895601,0.8140855,0.00002542876,0.00000144266,0.0001024812,3.739649e-8,5.273962e-10,0.04748476,0.0002272063,0.1376688],"study_design_scores_gemma":[0.0001061217,0.0000113935,0.005881122,0.9721174,0.000347014,0.000009634264,0.00008457972,3.851745e-8,1.69128e-8,0.000403844,0.02089962,0.0001391637],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002954992,0.9908641,0.000004036162,0.00008647535,0.0001900772,0.005006328,0.00004860502,0.000009574368,0.003761282],"genre_scores_gemma":[0.0004700657,0.9970539,0.0000710869,0.0003736733,0.00002625093,0.0009144341,0.00003968277,0.00001682941,0.001034029],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.158032,"threshold_uncertainty_score":0.7318466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04297675699342665,"score_gpt":0.3984828325491207,"score_spread":0.355506075555694,"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."}}