{"id":"W4401673398","doi":"10.1080/20479700.2024.2392425","title":"Working conditions, well-being, and retention of healthcare personnel: A comparative study between lean healthcare and nurse-to-patient ratio","year":2024,"lang":"en","type":"article","venue":"International Journal of Healthcare Management","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal; Université TÉLUQ","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Staffing; Workload; Health care; Nursing; Business; Job satisfaction; Sample (material); Psychology; Healthcare system; Operations management; Medicine; Management; Engineering; Economics; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001974365,0.0001886414,0.0004264672,0.001018093,0.001143518,0.0008054099,0.0003583676,0.0004734112,0.001509922],"category_scores_gemma":[0.004883297,0.000292344,0.0004118479,0.0007133295,0.0006791276,0.000858872,0.001131787,0.00054321,0.0002653773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007305625,"about_ca_system_score_gemma":0.0008471128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01148966,"about_ca_topic_score_gemma":0.02068263,"domain_scores_codex":[0.9988771,0.0004659453,0.00009574588,0.0000989098,0.0001603796,0.0003019248],"domain_scores_gemma":[0.9972849,0.0008426383,0.0005551684,0.0001160783,0.000375857,0.0008252959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009000475,0.002065706,0.9559669,0.00005592091,0.00007917107,0.0002608315,0.03064231,0.00005441151,0.0007116398,0.00008634126,0.0001295687,0.009047137],"study_design_scores_gemma":[0.00003987582,0.003135008,0.9402049,0.00002589664,0.00002957199,0.000137622,0.05576804,0.0001397045,0.0001263351,0.00003619247,0.000338011,0.00001881096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998869,0.00001714161,0.00001139683,0.000007327284,0.000001614272,0.000004482365,0.000007696215,1.287559e-7,0.00006327852],"genre_scores_gemma":[0.999729,0.00003256415,0.0000287764,0.00003071367,0.000004386486,0.0000182654,0.00002420389,4.815185e-7,0.0001315756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01148966,"threshold_uncertainty_score":0.02284557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04580998312309855,"score_gpt":0.3447513544706178,"score_spread":0.2989413713475193,"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."}}