{"id":"W4406843047","doi":"10.62754/joe.v3i6.6071","title":"Nursing Leadership and Its Impact on Healthcare Quality: A Systematic Review","year":2024,"lang":"en","type":"review","venue":"Journal of Ecohumanism","topic":"Organizational Leadership and Management Strategies","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Nursing; Health care; Quality (philosophy); Medicine; Systematic review; Psychology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001563258,0.000564225,0.002862211,0.0008865267,0.0001390653,0.0007043125,0.0004224532,0.0001743648,0.0001112123],"category_scores_gemma":[0.0003284581,0.0003532054,0.0007760403,0.0005676344,0.00003673311,0.0008432959,0.00006440253,0.0007152023,0.0004856703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002411052,"about_ca_system_score_gemma":0.0001634436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005699735,"about_ca_topic_score_gemma":0.000003440429,"domain_scores_codex":[0.9969176,0.0001286197,0.001733312,0.0003024031,0.0005864781,0.0003316076],"domain_scores_gemma":[0.9969018,0.0001503326,0.002398145,0.0002390632,0.0002703072,0.0000403737],"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":[0.000002697807,0.00003540774,2.397414e-7,0.8917708,0.0003854507,0.00005372173,0.00003509327,2.906033e-7,2.545891e-8,0.09895222,0.005859441,0.002904563],"study_design_scores_gemma":[0.00009935161,0.00005252802,0.000002656912,0.9366239,0.008336913,0.0001071718,0.0003509082,0.000003319663,1.864263e-8,0.003009832,0.05105203,0.0003613855],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001536594,0.993098,0.000005724154,0.003001519,0.0007256491,0.001102296,0.000006935632,0.00004901766,0.002009273],"genre_scores_gemma":[0.0005930206,0.9938204,0.000005846206,0.002823379,0.001909807,0.00001384471,0.00002816829,0.0001002584,0.0007053314],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09594239,"threshold_uncertainty_score":0.999892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2417860534738922,"score_gpt":0.4136013309215373,"score_spread":0.1718152774476452,"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."}}