{"id":"W1997613984","doi":"10.1111/j.1479-6988.2007.00065.x","title":"Comprehensive systematic review of evidence on developing and sustaining nursing leadership that fosters a healthy work environment in healthcare","year":2007,"lang":"en","type":"article","venue":"International Journal of Evidence-Based Healthcare","topic":"Nursing education and management","field":"Nursing","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Registered Nurses' Association of Ontario","funders":"","keywords":"Health care; Work (physics); Nursing; Work environment; Psychology; Engineering ethics; Medicine; Political science; Engineering","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":[0.003453917,0.0002679646,0.0007852847,0.000926218,0.000110135,0.0000579537,0.0004853042,0.000103437,0.000009807648],"category_scores_gemma":[0.001309377,0.000212249,0.0001529893,0.0003902851,0.0001423235,0.0004504279,0.00003493791,0.0005645544,0.000003501675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003337511,"about_ca_system_score_gemma":0.0005084516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001801906,"about_ca_topic_score_gemma":0.00003336499,"domain_scores_codex":[0.9950598,0.0008247024,0.001786979,0.0003415441,0.001496958,0.0004900466],"domain_scores_gemma":[0.9943109,0.002502891,0.001761146,0.0002853887,0.000868631,0.000271076],"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":[0.009544641,0.0005990567,0.0514017,0.7634317,0.0002185771,0.0003381214,0.0136078,0.000365995,0.0001211405,0.0018635,0.002325557,0.1561822],"study_design_scores_gemma":[0.0006757,0.0007833827,0.02749297,0.9623938,0.00007411992,0.00007172485,0.007476362,0.00002233367,0.0003549257,0.0002483347,0.0001854085,0.000220968],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03184795,0.1919415,0.001891452,0.7679785,0.004633794,0.001671798,0.000003458482,0.0000222602,0.000009228983],"genre_scores_gemma":[0.9466751,0.01349184,0.002018968,0.03757175,0.0001738058,0.00001680701,0.000004430892,0.00002894663,0.00001833913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9148272,"threshold_uncertainty_score":0.8727475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4445347956330167,"score_gpt":0.4496737865737834,"score_spread":0.005138990940766641,"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."}}