{"id":"W2129560563","doi":"10.12927/cjnl.2010.21938","title":"New Knowledge and Evidence for Better Leadership","year":2010,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Psychology; Work (physics); Nursing; Nurse Administrator; Public relations; Applied psychology; MEDLINE; Knowledge management; Medicine; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001264338,0.0004616002,0.0003955759,0.000343357,0.0005844953,0.0004297148,0.0004948126,0.0004969471,0.0001525166],"category_scores_gemma":[0.001663685,0.0004969978,0.0001715499,0.0004094225,0.0006096057,0.001100594,0.000006499637,0.001213074,0.0001598176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001734157,"about_ca_system_score_gemma":0.0003010928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007297452,"about_ca_topic_score_gemma":0.0001655238,"domain_scores_codex":[0.9968247,0.0002438017,0.0004417083,0.0009135252,0.000367076,0.001209181],"domain_scores_gemma":[0.9959054,0.002428553,0.0002334862,0.0007119253,0.0001896235,0.0005310292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001857582,0.0005031432,0.007382198,0.001187642,0.00006052834,0.000002381552,0.09222695,0.000001340567,0.04353872,0.003338021,0.2561034,0.5937982],"study_design_scores_gemma":[0.01261187,0.003413288,0.2061737,0.01642021,0.002910334,0.001066789,0.1718584,0.00122312,0.0953172,0.06065137,0.4215478,0.006806003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1094172,0.02375161,0.008121476,0.8133976,0.03587712,0.002213981,0.000007090439,0.001098107,0.006115809],"genre_scores_gemma":[0.9621372,0.000006209834,0.01970956,0.005646268,0.006074146,0.00004499906,0.00001707862,0.0001571592,0.006207365],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.85272,"threshold_uncertainty_score":0.9997482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3041053036131052,"score_gpt":0.3931046608821663,"score_spread":0.08899935726906116,"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."}}