{"id":"W4412815083","doi":"10.63564/jnep.v15n8p55","title":"Transformational leadership and nursing outcomes: A systematic review of job satisfaction and productivity in global healthcare settings","year":2025,"lang":"en","type":"review","venue":"Journal of Nursing Education and Practice","topic":"Nursing education and management","field":"Nursing","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformational leadership; Productivity; Job satisfaction; Nursing; Health care; Psychology; Medicine; Political science; Social psychology; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01588073,0.001291856,0.006009321,0.01459863,0.0009300635,0.003666421,0.001783789,0.001534726,0.003118498],"category_scores_gemma":[0.07013912,0.0008633573,0.005641601,0.01791339,0.001211129,0.002859866,0.002001266,0.001083959,0.0001987193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004074061,"about_ca_system_score_gemma":0.01648307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008171708,"about_ca_topic_score_gemma":0.02633096,"domain_scores_codex":[0.9868014,0.004600421,0.005294168,0.0008594922,0.002129068,0.0003154666],"domain_scores_gemma":[0.9276712,0.05233797,0.01317739,0.0009372925,0.00516401,0.0007121297],"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":[0.0001437501,0.00002595842,0.003118594,0.9527181,0.006816896,0.0001087229,0.0007392191,0.00006998709,0.00009528251,0.000208646,0.001004119,0.03495065],"study_design_scores_gemma":[0.0001128357,0.0001779484,0.01470569,0.933135,0.0393099,0.0003185328,0.001189672,0.00006952109,0.0001338362,0.0002983438,0.01051197,0.00003676208],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003530512,0.9948836,0.0001791446,0.000327037,0.00008758966,0.0002486662,0.0004196284,0.000006052909,0.0003176163],"genre_scores_gemma":[0.05538784,0.9410206,0.001095657,0.0006673996,0.0001125696,0.001159597,0.0004284853,0.000008925657,0.0001189198],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01588073,"threshold_uncertainty_score":0.08398634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1207373968332876,"score_gpt":0.4779732438246703,"score_spread":0.3572358469913827,"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."}}